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Sam Altman

3Blue1Brown

Paul Graham

The Pragmatic Engineer

r/MachineLearning

Naval Ravikant

AI High Signal

Stratechery

Sam Altman

3Blue1Brown

Paul Graham

The Pragmatic Engineer

r/MachineLearning

Naval Ravikant

AI High Signal

Stratechery
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Key Developments
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Nasdaq tightens listing oversight for share-for-crypto deals. Certain companies must now obtain shareholder approval before issuing new shares to purchase crypto; failure to comply can trigger trading suspension or delisting 32 The report indicated that Nasdaq is now requiring certain companies to obtain shareholder approval before issuing new shares for crypto purchases, potentially slowing the recent trend of firms transforming themselves into crypto focused stock. https://www.youtube.com/watch?v=_Ta8hzAQFq4 31 This increased oversight could delay deals and introduce uncertainty into the market's crypto boom. https://www.youtube.com/watch?v=_Ta8hzAQFq4 30 Going further, according to the report, Nasdaq can now delist stocks or suspend trading if companies fail to comply with these requirements. https://www.youtube.com/watch?v=_Ta8hzAQFq4 . Hosts noted this could shape the playbook for “bitcoin treasury companies,” with MicroStrategy cited as the largest corporate bitcoin treasury today and discussion that stricter approvals might entrench its lead by raising hurdles for competitors 29 Right now they're the biggest corporate Treasury, Bitcoin, corporate Treasury company, basically, period. https://www.youtube.com/watch?v=_Ta8hzAQFq4 28 Now, there is the other flip side of the coin, which is this could be a play to essentially protect strategies moat here. So, like, maybe this is strategy is going to get added into the S P500 later today. And then any new company that's trying to either be listed on Nasdaq or get added to the S P500, now there's, you know, an obligation for Nasdaq to Be like, actually, you know, you guys can't be added because you guys are doing things without your shareholders approval. And that would essentially create a regulatory, well, not a regulatory mode. It would essentially create a moat around micro strategy so that they would be the superior bitcoin treasury company. https://www.youtube.com/watch?v=_Ta8hzAQFq4 .
Source: Simply Bitcoin — Hosts
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U.S. Bank resumes institutional bitcoin custody using NYDIG as sub‑custodian, framing the restart as enabled by greater regulatory clarity and complementing ETF‑era services 26 U.S. bank announced today that it has resumed offering cryptocurrency custody services. Originally announced in 2021 as an early access program to global fund services client. The services are intended for institutional investment managers with registered or private funds who seek a secure safekeeping solution for Bitcoin. Nydig, a bitcoin company basically backed by bitcoiners and bridging the gap. And in Wall street and institutions, a vertically integrated bitcoin financial service and power infrastructure firm will act as the Bitcoin sub custodian. Quote, we're proud that we were one of the first banks to offer cryptocurrency custody for fund and institutional custody clients back in 2021. https://www.youtube.com/watch?v=_Ta8hzAQFq4 25 And in Wall street and institutions, a vertically integrated bitcoin financial service and power infrastructure firm will act as the Bitcoin sub custodian. Quote, we're proud that we were one of the first banks to offer cryptocurrency custody for fund and institutional custody clients back in 2021. And we're excited to resume the service this year. Following greater regulatory clarity, we've expanded our offering to include Bitcoin ETFs which allow us to provide full service solutions for managers seeking custody and administration admin. Nate Nydig is honored to partner with US bank as its primary provider for bitcoin custody services. Together we can bridge the gap between traditional finance and the modern economy by facilitating access for global funding services clients to Bitcoin as sound money delivered with the safety and security expected by regulated financial institutions. https://www.youtube.com/watch?v=_Ta8hzAQFq4 24 Again, I have this whole theory that I think since ETFs got launched, it's fundamentally shifted the market structure of Bitcoin and we are in a new paradigm ever since they launched the ETFs. But it's basically this quote right here. Following greater regulatory clarity, we expanded our offerings to include ETFs, which allow us to provide full service solutions. Now, of course, I wouldn't be trusting banks with my custody solutions. https://www.youtube.com/watch?v=_Ta8hzAQFq4 . Hosts added that large banks are moving to “meet customer demand,” even if some executives remain publicly skeptical 23 All the banks are trying to get into Bitcoin, whether that's trying to get microstrategy exposure or whether that's trying to essentially get their foot in the door and become a, quote, crypto adjacent company with custody or offering these services to clients, of course they want their fees, they want to make money. But it does seem like we, we are entering an era where we're no longer going to get fought here, that since they are embracing our industry, all the biggest players are embracing this industry as well. Whether they want to or not is besides the point. I think Jamie Dimon is like the best example of this. He's like, look, I don't like this thing, but if my customers want to buy this, I guess I will offer it to you guys. So this could be a bending of the knee moment where, look, they're realizing there's something on the horizon. If we do get a sense of regulatory clarity here, if the rules of the road are laid out so that they can feel that they can come into bitcoin in bulk. I think we're, we're slowly but surely just taking over the world. https://www.youtube.com/watch?v=_Ta8hzAQFq4 .
Source: Simply Bitcoin — Hosts
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Developer protections and market structure under the Clarity Act. Capitol Gains highlighted draft language to protect non‑custodial software developers from unlicensed money transmission liability (18 U.S.C. §1960), and noted material differences between House and Senate approaches to defining securities vs. commodities (decentralization “maturity” test vs. rights‑conferred test) 52 So the two main things I think people are looking for when it comes to clarity, so the first one, protections for software developers under section 1960, which is unlicensed Money transmission. So basically saying that anyone creating non controlling, that's the language they use in the bill. Non custodial technology or purveying that technology is not responsible for money transmission. That's the number one thing that we're doing, paying attention to. https://www.youtube.com/watch?v=VEySREc2CEk 91 What I think most Bitcoiners should be paying attention to is obviously protection for software developers. This will include wallet manufacturers, wallet makers, all this stuff. And I'm, I'm excited, I think that, you know, even with what happened, I think two weeks, three weeks ago now with Lola, Lola looking, you know, looking into potentially Google, we never really found out for sure, but whether or not Google was actually going to delist, I don't know, non custodial wallets in their store. You know, we just want to see all this kind of stuff stop and have, and have people creating non custodial tech stop feeling nervous around whether or not they're going to go to jail for it, whether they'll be listed because of what they be delisted because of what they, whatever it is, we just want this, this tech to be protected. And as of right now, the language from the Blockchain Regulatory Certainty act that was put into the Clarity act is going to be ideally the language that protects these developers. I would just say also. https://www.youtube.com/watch?v=VEySREc2CEk 51 They had this test which was a maturity chest, you know, inverted commas. Maturity, how. So the question is how mature is the blockchain, the, the token and in other words, how decentralized is it? And so depending on if it's, if it's really decentralized great commodity in the, in the CFTC world. If it's not, you know, Security sec, that was the House, the Senate, the Senate Banking Committee has come up with are applying a different test which is, has nothing to do with figuring out how decentralized something is, but it's more just looking at which rights are conferred on beholders of certain assets. Do they give you certain rights? https://www.youtube.com/watch?v=VEySREc2CEk 50 Okay. It was understood. This is, this is how the SEC side of it is going to work. Then the two will be merged. But of course I suppose a couple of issues there which we've, we've touched on. Certainly regular, regular viewers of capital gains will have heard us talk about this before, but the, the draft that we do have for the Clarity act so far in the Senate differs materially from what was passed in the House. https://www.youtube.com/watch?v=VEySREc2CEk .
Source: Bitcoin Magazine — Capitol Gains (hosts)
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SBA guidance on debanking remediation. Following a White House executive order, the SBA instructed lenders to identify prior debanking practices and make reasonable efforts to reinstate affected customers 54 I don't know if it's official guidance, but it's kind of a press release of sorts that was precipitated by the executive order from the White House from A few weeks back on debanking and what they have, basically there was a requirement like that. You know, the EO from Trump said a bunch of things, including directing the SBA and some other agencies to, I don't. Clean up their act, basically implement a bunch of practices that are going to bring debanking to an end in one way or another, and also kind of make restitution for it in some ways. So the SBA last week has ordered lenders around the country to end a bunch of debanking practices. https://www.youtube.com/watch?v=VEySREc2CEk 53 So pursuant to this executive order, the SBA's letter has required lenders to take a bunch of actions, including. So they have to identify any past practices, you know, informal, formal or informal policies that influence their decisions to debank people. They have to make reasonable efforts to identify and then reinstate those clients. So if you had kicked someone, you know, bank of America or kick people off its services, they have to kind of go and make good, find those folks and offer them the services back. So this is interesting. https://www.youtube.com/watch?v=VEySREc2CEk .
Source: Bitcoin Magazine — Capitol Gains (hosts)
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State‑level risk for miners. A Wisconsin bill offering tax exemptions to data centers explicitly excludes crypto mining facilities, creating a discriminatory carve‑out against bitcoin miners 45 What the bill concerns is tax exemptions for data centers. And it's a, it's a, it's ostensibly a pro business bill. This is a Republican sponsored, you know, tax exemption bill. It's like saying we're going to reduce taxes on a number of different data centers. However, there's one quirky part of this, which is that it exempts, does not apply to anyone using with kind of, what do they call it, cryptocurrency facilities used to process and verify and secure crypto transactions. Miners, in other words. So what this is, is a bunch of types of data centers are all going to get tax exemptions except for bitcoin miners, for example. So in a way it's a kind of. https://www.youtube.com/watch?v=VEySREc2CEk 43 And, and you never know why these types of exemptions get thrown into pieces of legislation. Right. One person has the idea in a drafting committee and then the language gets in there somehow. But I guess why I also wanted to highlight it was to show that it's, it's often hard to pass the details of legislation. It's like a general point. Okay, One of the things I'm trying to do with bitcoin laws, for example, is to, is to make it easy to say, all right, these are, these are maybe good bills and bad bills. And you know, if there's a partisan element to it, it's like this, you know, Republicans are sponsoring these great bills and Democrats are sponsoring these bad ones or vice versa. But I guess it's, it's complex. And so I don't know, maybe this is me just whining about how hard it is for me to figure this stuff out. But yeah, I, I guess folks in Wisconsin maybe pay attention to this and I don't know, I, I kind of, I'm a little bit perplexed by it. I don't know why, it doesn't make sense to me at all why you would just have this kind of carve out almost discriminatory thing applied to, to bitcoin miners. So hopefully it doesn't kind of get passed in this form, but there you go. https://www.youtube.com/watch?v=VEySREc2CEk .
Source: Bitcoin Magazine — Capitol Gains (hosts)
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Tokenized SEC‑registered shares launch on public chains; opportunity flagged to settle such assets over Bitcoin L2s so fees/gas accrue in BTC rather than “walled gardens” 39 Last thing on the last thing on the docket had an announcement from Galaxy. So Galaxy has launched tokenized SEC registered shares on. On public blockchains. So this is somewhat breaking new ground. Any, I don't know if you had a chance to chat to Alex, but any, any kind of thoughts on this news and the significance of it? Yeah, I, I actually I think I put this on the agenda and I was pumped. So this really doesn't have anything directly to do with Bitcoin, but it ca, it could or it can. So this is, I think they tokenized and put this on Solana if I'm not mistaken. So great. https://www.youtube.com/watch?v=VEySREc2CEk 37 So for those who don't understand that you're actually using Bitcoin on Ethereum, which sounds like a little bit kind of weird. So ETH is technically different or Ether is different from Ethereum. But to my point, let's say microstrategy or Strategy or NACA decided to tokenize their stock. It would be cool in my opinion if that stock traded on a Bitcoin layer two and then we were using Bitcoin for the actual gas fees to, you know, to, to trade that stock. I, I, I, I think that would make me happier than seeing all of this stuff traded in walled gardens. It feels a bit antithetical to the purpose of Bitcoin. So if we are moving in this direction. My, my, my. https://www.youtube.com/watch?v=VEySREc2CEk .
Source: Bitcoin Magazine — Capitol Gains (hosts)
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Tornado Cash case watch. The government may seek a retrial on hung counts (money‑laundering and sanctions violations); appellate steps on the money‑transmission conviction are also in view 41 Also, something to keep in mind, there's going to be some action happening around the Tornado Cash trial that I'll be paying attention to. So I think we're going to find out soon whether or not the government wants to retry the two, the two counts on which the jury was hung. So the first count, which was the money laundering count, and then the other one which was the sanctions violations count. We're going to hear more about that and I'm hoping to speak with Jake Stravinsky about that to get a little bit more insight as to what we might expect. I don't know whether we'll be getting information about the, the, the money transmission charge for which Storm was found guilty, whether or not they're going to be moving that to the appellate courts anytime soon. But looking into that, I should say, other than that, I don't know. https://www.youtube.com/watch?v=VEySREc2CEk .
Source: Bitcoin Magazine — Capitol Gains (hosts)
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Release watch — Bitcoin Knots v29.1 (2025‑09‑03) was announced for users tracking Knots builds 33 I just got notified in the chat that Bitcoin knots V29 1 point knots 20250903 got released. So how much review went into that release? I haven't looked through it. There's a bunch a bunch of release notes. But if you're on bitcoin knots, you can go check it out. https://www.youtube.com/watch?v=ZALtLBpSeic .
Source: TFTC — Rabbit Hole Recap (#373)
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Ecosystem event — Mining Disrupt (Dallas) billed as the largest bitcoin mining expo, with manufacturers and mining leaders participating 84 And if you haven't already got your tickets to the largest bitcoin mining expo in the world, Mining Disrupt conference, happening in Dallas, Texas, then you should join 3,000 people. Some of the world's top manufacturers and leaders in bitcoin mining, and some of the top thought experts and people in bitcoin, like the Simply Bitcoin crew, get 20% off your ticket by using the promo code Simply Bitcoin. https://www.youtube.com/watch?v=Hj5rqYmr2eE .
Source: Simply Bitcoin — Hosts
Technical Insights
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Soft‑fork debate: what a new opcode set could unlock — and the risks. Janusz explained that soft forks are backward‑compatible changes to Bitcoin that could extend Script functionality while maintaining chain compatibility 97 So first, what's a soft fork? So it's essentially a way that we can change Bitcoin and it's backwards compatible. And kind of what that means is it ensures that nodes who have not upgraded their software to adopt the software can remain on the same blockchain as those that have kind of adopted the fork. https://www.youtube.com/watch?v=OGrRMT40NI0 83 And what are we trying to change about Bitcoin will potentially trying to add more functionality to Bitcoin script. So what's Bitcoin script? It's essentially a scripting language, for lack of a better term, the execution environment that, that dictates the rules that transactions have to be abide by to be considered valid transactions. https://www.youtube.com/watch?v=OGrRMT40NI0 . Bitcoin Script’s deliberate limits help avoid certain attack surfaces (e.g., malicious MEV), but constrain complex on‑chain contracts today 82 And it's intentionally limited, so it's not really expressive like other scripting languages used in other blockchains. And that lack of expressiveness is a feature because it can, you know, prevent kind of things like malicious forms of MEV and things of that nature. So it's intentionally limited. https://www.youtube.com/watch?v=OGrRMT40NI0 81 So I can't verify something called a zero knowledge proof or a validity proof within a single bitcoin script that fits in the block size limit due to like the limitations in the scripting capabilities. And the, the contracts that we can build on chain are not really expressive and they're typically limited to like two party contracts. So DLCs, lightning channels, state chain multi sigs, et cetera. https://www.youtube.com/watch?v=OGrRMT40NI0 . Proposed changes like CTV could simplify user vaults and reduce interactivity for some L2 protocols 96 These like we talked about on the CTV panel vaults. So we can build things like vaults today by doing these huge pre signed transactions like emulate them. But if we add CTV we can decrease the complexity and make it a lot more user friendly and give users the ability to just dictate the way that UTXOs can be spent in the future. Add like a safety, like a safety feature, like if, if you want to have like a fallback undo button. CTV makes this a lot easier and reduces the complexity to build these things to make it easier for users. https://www.youtube.com/watch?v=OGrRMT40NI0 95 Things like L2s like arc where users have to come on periodically to join in something called a batch output transaction to maintain custody of their funds. CTV can limit some of the interactivity requirements and make it easier for users to participate in these types of transactions. https://www.youtube.com/watch?v=OGrRMT40NI0 , while OP_CAT/native proof verification could let L2 state be verified via on‑chain contracts instead of federated assumptions 94 Roll up bridges, roll ups work today on Bitcoin they exist and we can rely on things like bitvm. They give us this like permissioned one of n assumption, but it's still a federation in the sense that not anybody can participate. And this becomes much better if we have something like opcat where we can have state carrying covenants and things like called native proof verification. So we can use an on chain smart contract to verify the state of the L2 system instead of relying on a kind of permission system that executes that off chain. https://www.youtube.com/watch?v=OGrRMT40NI0 . Programmatic slashing via CTV is discussed for “bitcoin staking” schemes securing certain L2s, with fees/revenue dynamics for stakers and miners if L2s post data to L1 93 And then things like Bitcoin staking which are now being used today to help secure some L2 networks. They work today. You can enter into bitcoin staking scripts but because you're working with a, a pre. A CTV emulation committee, malicious stakers can actually collude with the committee signers to avoid slashing and CTV can better and like enforce programmatic slashing into Bitcoin. Staking. https://www.youtube.com/watch?v=OGrRMT40NI0 80 So if you have something like bitcoin staking, if you do commit, if you add like CTV for example, this is actually a lot more attractive for L2. So for Bitcoin staking to work there needs to be an application demand on the other side. So the fees that these applications generate are paid to the stakers for their security. So there's like two, two way side of it. And so there's more customers now because if we have this committee less bitcoin staking, for example, the, the applications now know that if someone's malicious they'll get slashed and they'll get penalized. So does the stronger guarantee create more customer customers for staking and then does that generate more revenue for the stakers? So this idle bitcoin that institutions are holding can now be used in protocols to help secure layer twos and provide more economic security them and stronger guarantees. https://www.youtube.com/watch?v=OGrRMT40NI0 79 In an L2 environment, the app devs can make money because they're running sequencers and can accrue value and then the fees will still go to miners. Because to build a trust minimized L2 we need to post the data to Bitcoin. That's like a requirement of that. So we can still put transactions on Bitcoin that pay fees to miners and we kind of have this like the, the, the, the degens get what they want, the app devs get what they want and the miners are still getting paid. https://www.youtube.com/watch?v=OGrRMT40NI0 . Speakers cautioned about unintended consequences (e.g., MEV surfaces, miner centralization) and the growing difficulty of social consensus as institutions enter; timing any upgrade before ossification is a central strategic question 78 Like why aren't we going to add all these fancy opcodes to verify snarks and do better bitcoin staking and improve a lot of the assumptions with self custody? Social consensus is just really, really, really hard. People want different things. Roll ups want snark verification. People building potentially on ARC want different types of opcodes. So these conflicting wants between different application teams means that everyone in the space has different priorities. And now we're getting into a situation where nation states and institutions and everybody are coming into the space. So we kind of have this last point where this might be the last time that we can actually kind of coordinate a upgrade to the Bitcoin protocol. And failure to move on that right now means that we're closer to ossification. And I would recommend that we don't do that. And I'm going to present some data as to why. But before we get there, there's also this other consideration that the knock on effects of doing a soft fork could. https://www.youtube.com/watch?v=OGrRMT40NI0 77 But before we get there, there's also this other consideration that the knock on effects of doing a soft fork could. Yeah, there's maybe unintended consequences. So for example, if we implement something like opcat, are we able to build expressive enough scripts to introduce things that by a product of that do things like mevl, where there's. Which can increase minor centralization. What if we coordinate this huge effort for these applications and then there's this massive lack of adoption and it kind of feels like, well, that was a waste of time and we could have spent it better elsewhere. And we also have to like contend with all these different proposals, like which fork is the right one and which kind of roadmap for scaling Bitcoin is the better one to go with. So there's like all these competing interests and people and everything. So what if we don't fork? https://www.youtube.com/watch?v=OGrRMT40NI0 .
Source: Bitcoin Magazine — “Can Bitcoin Succeed Without Another Soft Fork? w/ Janusz” (Janusz)
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Mempool relay policy vs. consensus: what’s actually in dispute. TFTC outlined that the current fight is over node relay policy (mempool rules), not consensus rules — i.e., what your node relays mostly affects you and fee‑estimation quality 47 The current debate is over policy rules, specifically mempool transaction relay rules. It's not actually over consensus rules. And in that situation it's very much what your node is running mostly affects yourself. https://www.youtube.com/watch?v=ZALtLBpSeic . Core maintainers worry that valid but historically non‑standard transactions (e.g., very large inscriptions/OP_RETURNs and sub‑1 sat/vB fees) are increasingly sent directly to miners, degrading the open mempool’s visibility and introducing competitive/centralization risks if broad relay is bypassed 46 The current debate is over policy rules, specifically mempool transaction relay rules. It's not actually over consensus rules. And in that situation it's very much what your node is running mostly affects yourself. The core maintainer's argument is that valid transactions that have historically been considered non standard bitcoin core and have not been relayed by bitcoin core are getting confirmed anyway and they're going directly to miners. And the result is you have potential centralization risks where, where transactions are going out of band and no one sees those transactions until after they're mined and other miners can't compete with them and node operators can't do accurate fee estimation. If we actually have a high fee environment which we obviously do not have right now. And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. https://www.youtube.com/watch?v=ZALtLBpSeic 44 And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. So on a technical basis that's what the argument's over. https://www.youtube.com/watch?v=ZALtLBpSeic . Hosts emphasized the value of an open public mempool as an anti‑permission feature and noted user options like blocks‑only mode or switching implementations/configs via tools like Start9 38 I will say that I do Think we are fortunate that we've gotten to this point with a pretty open relay network in Mempool. The idea that you're able to just run a node on a cheap computer and see what the transaction queue looks like is not a given in the Bitcoin consensus protocol. That is an amazing capability that we have. The alternative would be something like if you want to know what transactions are going to be confirmed, you have to hit the APIs of F2 pool and ant pool and all these other miners and that would be a completely permission basis. Maybe they charge for it, maybe they block you out. There's a very real situation where we could end up in that point. So I think people should appreciate that we have a relatively open transaction queue for Bitcoin. So those are my opinions on the matter. https://www.youtube.com/watch?v=ZALtLBpSeic 40 So if you are using these things in production and you, you know, you really need like reliable uptime or whatnot, you do have the option of running Bitcoin core in blocks only mode and just doing no Mempool whatsoever. And then you're not relaying any transactions, you're just simply downloading mined blocks, which is not necessarily a bad option, depending on how you fall on this stuff. But yeah, users have many options. That's the cool part. But I would like to see more options available. And I will say that Start nine makes it really easy to to choose if you want to run knots or core, or if you want to run core blocks only mode. And they make it really easy to update your config file. https://www.youtube.com/watch?v=ZALtLBpSeic .
Source: TFTC — Rabbit Hole Recap (#373) — Marty Bent & Matt Odell
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Protocol posture from Bitcoin Asia: data carriage is unavoidable; focus on useful upgrades. Eric Wall reviewed that arbitrary data can be encoded into the chain in ways that are impractical to ban short of banning addresses/keys, and that fees/mempool pressure receded sharply (less than 1 sat/vB seen) after the surge from ordinals/BRC‑20s 99 So Bitmex research Johnny, shout out to Johnny finally did a write up and tried to be as articulate and as pedagogical as is possible to show you guys that it is not possible to prevent arbitrary data from getting inserted into the blockchain. You can literally invent encoding schemes that puts the image data in private keys and makes those private keys vulnerable such that you can still embed images into the blockchain. If you want to stop image data, arbitrary data from getting into the blockchain, you're going to have to ban bitcoin addresses, you're going to have to ban bitcoin private keys and you're harassing people like Kalle. https://www.youtube.com/watch?v=BTMVvoQSm4w 71 This is today. Today there's basically no transactions in the mempool. This little red here. That's not. That's. That's not a bad thing. For people that want to get their transactions in, that means that people are paying less than 1 Satoshi per V byte. This is what the mempool looks like today. https://www.youtube.com/watch?v=BTMVvoQSm4w 98 0.18. That means that the minimum fees now to get a transaction in are 80% lower than what was even possible by the filter rules back when we started. So the fees are less than when we started, 80% lower than when we started. https://www.youtube.com/watch?v=BTMVvoQSm4w . He argued the real risk is an “ossification camp” winning the narrative; energy spent fighting “spam” should be redirected to constructive protocol work 69 So they've got different prongs of how they're attacking bitcoin all at once. And one of those is to blame taproot so that they hope that the ossification camp kind of takes over. So in Luke Dasher's most conspiratorial, cartoonish, you know, idea of me as a, as a villain in this ecosystem, the worst thing, the worst effect that I could have on the bitcoin ecosystem is that the ossification camp wins. And if you look at what is happening in bitcoin development right now. That is what is happening. There's general distrust against bitcoin developers. The exact problem that Luke warned you about, that he said that I was causing, is happening now. Listen to Luke. https://www.youtube.com/watch?v=BTMVvoQSm4w 68 The biggest issue that could possibly happen is that you let the ossification camp win. I am tired of winning. https://www.youtube.com/watch?v=BTMVvoQSm4w 67 The problem is that when you fight spam, that's how we win. The reason that I'm on this stage right now is that you gave a fuck about what we were doing in the first Place. The reason that a taproot wizard image is $20,000 or more at this point is because you pay attention to it. Ignore the problem and it will go away. And yes, I will admit I have caused some problems on purpose, but we got a fucking focus on what matters now. If you fight us, we win. That's the only reason that this whole spam problem exists is because you gave enough attention to it to make that spam valuable. Ignore the spam, price goes down, problem goes away. And it's already, it has already happened. There is no problem here. https://www.youtube.com/watch?v=BTMVvoQSm4w .
Source: Bitcoin Magazine — Eric Wall
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Privacy and wallet tooling updates. Wasabi Wallet 2.7 shipped a stabilization release and improved coordinator UX; updates now distribute via Nostr relays, Tor is bundled, and running a coordinator is significantly simpler, including prune/blocks‑only operation modes 92 Software update here From Wasabi version 2.7 has been released. Stabilization update that boosts reliability while bringing a fresh look and smoother performance. Performance enhanced node integration, refreshed UI one config slash network, smarter coordinators and many bug fixes. https://www.youtube.com/watch?v=ZALtLBpSeic 36 Those updates were getting sent by a centralized server. I think GitHub was involved in the process and now it's all being delivered via Noster relays. So they've distributed that out. I think that's a very clever mechanism. Clever usage of Noster to use it to notify and distribute new releases. The second piece is they made it even easier to launch coordinators. So coinjoin protocols obviously. Well, not all of them join market doesn't rely on one. But historically Wasabi and Whirlpool have used decentralized coordinators. The coordinators pass sign message between each other and basically Set up the multi party transaction coordinator is a central point of failure. It's also a trust issue. There is some trust in terms of privacy, but not fun loss when using a coordinator if the coordinator is malicious and tries to attack you. So they made it easier than ever to launch your own coordinator. You could run a coordinator in prune mode and blocks only without a mempool, which I thought was a timely release. And it's Tor by default. So Tor is bundled into the coordinator package and it's basically as easy as possible to run a coordinator now. Actually, I see McCoy in here. https://www.youtube.com/watch?v=ZALtLBpSeic . Sparrow Wallet was highlighted for robust PGP signature verification and strong personal‑node integration; users were warned that Sparrow is desktop‑only and to avoid fake mobile apps 35 Sparrow Update Verify feature led the way. That feature actually came out after Wasabi implemented theirs and it was because I asked Craig on a podcast to implement it into Sparrow. But I love Sparrow. Sparrow is my probably. I mean it's, it's. I'm so reliant on that software. My family, my company is open sats. Like I really rely on Sparrow heavily and so if you haven't used Sparrow Wallet, great piece of open source software, you can use it with your favorite hardware. Wallets, you can easily do multi sig. You can easily do hot wallets. And Sparrow Wallet is awesome and Craig is a legend and I'm very grateful we have him. Also, really easy to use with your own node. Yeah, cosign all that shout out to Wasabi. I mean, I think the Wasabi team is a story of perseverance and grind. We used to have Wasabi Wednesdays back on this podcast way, way back in the day. And they've had their ups and downs. And I think this latest release is a testament to people who truly care about privacy and giving Bitcoiners the best user experience when using Bitcoin. It's great to see they're still pushing it forward. You didn't put one in the chat. But oh yeah, wait, real quick. Sparrow is only available on desktop. It's not available in app stores. There's fake Sparrow wallets and app stores. Don't download those. Those are fake. The only Real Sparrow is sparrowwallet.com and best practice on first install is to do a PGP signature verification. There is a guide there on how to verify it, but then after you do it the first time, or you can just. You're probably fine if you just download and don't verify it. So don't let that hold you back. But you should learn how to verify software. But once you do that, then from that point forward, not only can you use existing installations to verify Sparrow, but you can actually use it to Verify other drag and drop and verify other major bitcoin open source projects which is just useful feature in general. That's a beautiful thing. https://www.youtube.com/watch?v=ZALtLBpSeic .
Source: TFTC — Rabbit Hole Recap (#373)
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NPUB Cash and Cashu: instant Lightning addresses via Nostr, with safer custody options. NPUB Cash gives any Nostr npub a Lightning address without signup by using Nostr keys for auth; sats can be sent immediately and redeemed later 20 The idea basically is a lightning address for everyone based on NASA and Cashew. So if you ever like had a different lightning address, you know that it's like you need a web service of some sorts to like host it, right? Usually that is done via custodian. That's probably where most people get their lightning addresses. You can do it yourself, but you require like an LN URL server. It's. https://www.youtube.com/watch?v=NJIihWy_iAA 19 So that's basically unpub of cache. It's a lighting address that does not require signup that just is based on your nostril identity that uses NASA public keys and private keys for authentication. And if you have an OSTER account, you have an NPUP cache lighting address because it's your npup at npub cache is already your lighting address. So if I know your endpub, I can, I can zap you and you can redeem the set later on. https://www.youtube.com/watch?v=NJIihWy_iAA . In the base model the mint is the primary custodian while NPUB Cash temporarily holds bearer proofs; “pay‑to‑public‑key” can lock tokens so the service itself cannot spend them 90 So, so right, like in the, in the, in the base case, because the mint is the real custodian. I mean, it also depends on like, how do you define custodian with the base setup that is like the most compatible setup, Endpoint cache, the server is in possession of the cache approves. So it. Okay, it's holding the bearer IO. Yes, exactly. So it is not technically like the mint is still the custodian, but like Endpoint cash is the next in line custodian. https://www.youtube.com/watch?v=NJIihWy_iAA 18 Then with, with cashier there's pay to public key, for example, where you can like lock tokens to a certain public key. So whoever holds the token will not be able to redeem it with the mint without actually signing for it as well. So with that NPOD cash can actually like not be in the like the next in line custodian anymore, basically. So if the token is locked to your public key, even NPOP cash couldn't spend it and it's actually very good for NPOP cash as well, because it's not in honeypot anymore. https://www.youtube.com/watch?v=NJIihWy_iAA . The NPUB X (v2) design stores mint quotes rather than pre‑minting fixed denominations so wallets control denomination/coin‑selection; a planned batch‑mint API will redeem many small receipts in one call 89 There's even more nuance because now there's NPUB X cache, which is the nightly version of npub cache v2. Basically the reason why we build it on a different or I build it on a different domain is because obviously I didn't want to break it for people that currently use it. But there's the experimental NPOPX cache that works in a completely different way. Like from the outside it still works. It looks like the exact same thing, but on the inside it is actually not even creating tokens, cash tokens. It is just like creating a Mint quote with the Mint. So basically requesting an invoice and then storing the secret that is used to redeem that invoice with the Mint. And then a cache wallet can actually go there and redeem the token themselves. https://www.youtube.com/watch?v=NJIihWy_iAA 17 Well, the cool thing about NPABEX is the cool thing about NPOP X cache, it leaves this decision up to the client because the server doesn't actually like choose the automation. It just like stores the. The minquote. So the wallet that implements NPOP cash can actually choose the denomination. So if your goal is to have one massive token, you can get that. But if your wallet's like a little bit smart and maybe wants to optimize its local proof storage for better payment flows and other stuff, it can even like mint smallest things and choose denominations and optimize its own coin selection by that. https://www.youtube.com/watch?v=NJIihWy_iAA 16 So with the first version, whenever you receive a payment, the server will mint a cache token for you and that has that denomination. And when you. So if I receive like 10 sats, like I'm getting a 10 SAT cashew token. Yeah. So you can think about it a little bit like, like dollar bills. Right? There's just like with cashier there's like fixed denominations of stuff you can build. So if you receive 10 zaps, 10 sats, that will be a 8 sat bill and a 2 sat bill mushed together in a token. And these like single denominations are what are being stored and input cache. So if you after a week of heavy zapathon come back to input cache and want to redeem all your stuff, it's going to be a lot, a lot, a lot. https://www.youtube.com/watch?v=NJIihWy_iAA 15 There's going to be a protocol level fix to this because it's something in cashew that we thought about a lot if people want to do a lot of what we call minting. So basically you can always do one mint per HTTP request with a mint. And we thought that's kind of limitation that doesn't need to be there. Let's create something called batch mint. And once we have batch mint, NPUB cache or like NPUB X cache is literally going to change to like you. Doesn't matter how many stuff, how many sats, how many like different zaps you received, you're going to click one button, it's going to make one call and it's all there. That's. https://www.youtube.com/watch?v=NJIihWy_iAA . NPUB Cash can be self‑hosted (Docker + DB) and already supports multiple mints; ecosystem work includes mint discovery/auditing via Nostr (NIP‑87) and aggregators like Cache Kom, plus POS demos and a BTCPay plugin to use Cashu as the Lightning backend 14 So basically, if you hosted your own NPUB crash instance, you could give out lighting addresses running that service. And then in the wallet app you could just like. It could be like npubitldispatch.com for example. Right. And so npub accept cache is literally just, it's just a web server. So it has like a Docker file and you can run the docker file and then it's there. It doesn't require any infrastructure, it requires a database connection. It's not written for SQLite yet, but like other than that, there's no lightning, there's no whatever. https://www.youtube.com/watch?v=NJIihWy_iAA 88 It runs on multiple mints as well. So that's a cool new feature. You can like choose your own mint as a user. https://www.youtube.com/watch?v=NJIihWy_iAA 13 So he was in, in Riga, he was talking about the concept of know your mint, basically discovering mints, seeing who's using that mint or who would recommend that mint and also getting some stats about the mint. And we actually already have tools for that. Right. There's a nostri that I don't know the number out of my head, but there is a noster. I think it's 87, but yeah, not too sure. That lets people recommend cashew and fedimints on noster. So you can use your web of trust basically to see which mints would your friends or friends of friends recommend. So that's pretty cool. So you can go to bitcoin mints.com Nip87. Nip87, yeah. Awesome. https://www.youtube.com/watch?v=NJIihWy_iAA 12 So with Cache Kom, I combined the two basically. So you run a single command, Basically it's a JavaScript library. You run a single API and then it will aggregate all the events from NASA with the recommendations and we'll look for like mint auditor data and then it will like put them all together and give you a list of mints. Will they say like this mint was recommended by like 10 people, but its speed index compared to others is only like 60 out of 100. And its success rate is only like 81%. So you can like have all this information at one single. In one single UI element, basically. So the idea is like if you go to Cache me in the future, you will not see that big admin button, but instead it will be like, hey, here's a list of like 20 mints I found on Oster. And here's some like, neutral data about it, so you can make your own informed decision about this. https://www.youtube.com/watch?v=NJIihWy_iAA 9 During the hackathon in Riga, I built a POS system on Cashew called Peanut Pal. And actually I used all lighting in there as well. Like it was all based on Cashew but like all the invoices that were visible and so only lightning. You don't have to apologize Soap Miner. You make the best SOAP in the business. I just want to answer your question properly. That's why I said it. So Miner said he doesn't understand, Matt. https://www.youtube.com/watch?v=NJIihWy_iAA 8 Sorry, I just wanted to say that there's actually like a BTC pay plugin for cash, you know, so you can. You can. So basically it. First of all it offers the thing that we just talked about that doesn't make too much sense like off like actually paying with the cash token. But the idea, and I'm not sure if it's in yet, but I know that that is one of the things that it should do at some point is you should be able to like host the BTC pay server and use cache as your lightning backend. I think. https://www.youtube.com/watch?v=NJIihWy_iAA . Bolt12 client support exists; broader utility depends on mint/LN backend upgrades 11 Getting bolt 12 in is just a super cool thing. The velocity of the protocol. I mean, like I said this before is insane. We're working super, super, like, not, not, not. I'm. I'm not working on that, but like, team is working on. On getting CDK everywhere. And we're talking about CDK summer here. Building. https://www.youtube.com/watch?v=NJIihWy_iAA 10 Yes. I mean like the client side is very, very easy. I think Mint support is, is what will take a bit longer because the Mint actually needs to do the lighting stuff. Right. So the Mint support is probably going to take a bit longer, but it's there and it's, it's working. So with backends that if, if Mints actually upgrade, they would be able to support it and it would work. https://www.youtube.com/watch?v=NJIihWy_iAA .
Source: Citadel Dispatch — Matt Odell & Egge
Market & Adoption
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How institutions are getting exposure — and why treasury companies matter. Bitwise sees most allocators starting at ~1% and laddering to 2–5%, implying roughly $1.5T in additional BTC demand over a decade on a $100T institutional base 27 Well, every day at Bitwise we talk to institutional investors. These are RIAs, hedge funds, family offices, high net worth individuals. And the pattern continues to emerge that more and more of these investors are starting with a 1% allocation to Bitcoin as they build their portfolio. And then what we've seen time and time again is those 1% allocations ladder up to 2, 3, 5%. Now many investors that we're speaking to have a much larger allocation than that. But we believe that investors will allocate somewhere between 1 to 5% of their portfolios to Bitcoin. If you just take a step back and think about how Bitcoin has a 21 million supply or how Bitcoin has a 21 million fixed supply. If you think about what a 1 to 5% allocation would be for the 100 trillion institutional investment space, that's 1.5 trillion of additional buying pressure for Bitcoin over the next 10 years. And that's why we think there will be a continued sustained supply and demand imbalance that will drive the price higher. https://www.youtube.com/watch?v=_Ta8hzAQFq4 . ETF inflows remain strong as another on‑ramp 34 Yeah, ETF inflows still strong. On that point brought up Michael Saylor. He is the executive chairman of strategy and MSTR. Will it be added to the S&P4 Bitcoin Summer people Summer is coming to an end. I can feel the cold autumn winds rolling into town. Is paper Bitcoin summer officially over? If you look at the stock prices of these companies, it seems like it wasn't the best summer ever. But people are speculating. Is strategy going to be added to the S P tomorrow. I think they're going to be added. I don't care. https://www.youtube.com/watch?v=ZALtLBpSeic . Joe Burnett explained that many institutions are constrained from owning spot bitcoin directly and instead buy securities (equities/fixed income), making “bitcoin treasury companies” a bridge product; those companies use long‑duration credit (convertible notes, preferred equity) to avoid forced liquidations while acquiring more BTC 7 Saylor had an interesting slide in one of his presentations where he basically just showed that 97% of institutional capital in the United States can't buy or is mandated to only buying equities and fixed income. https://www.youtube.com/watch?v=NFBDl8yvSSs 6 But one is the idea of this intelligent leverage. Right before, if you wanted to buy more Bitcoin than you could afford, you would have to deposit your Bitcoin as collateral, borrow against it, buy Bitcoin on another exchange and then hold the Bitcoin. But when you use Bitcoin as collateral directly as an individual, you might be on a leveraged Bitcoin exchange like Bitmex. And if Bitcoin falls a certain amount, you get liquidated. You might be using something like Unchained, where you bought a Bitcoin as collateral, borrow against it, Bitcoin, Bitcoin falls a certain amount. You also can get your loan closed out and get liquidated. And so there's always a problem trying to get leveraged bitcoin exposure because if Bitcoin falls a certain amount, your position will get closed out and you'll be a for seller at the worst possible time. And so what strategy has done is they've pioneered this long duration credit and paired it with this long duration asset like Bitcoin. And kind of like we're talking about Bitcoin, I don't know what it's going to be over the short term, but I'm fairly confident over the long term it's going to perform very well. That's why I think it's long term savings technology. And so whether it's convertible notes or preferred equity, where you're effectively creating this long duration fixed income product, using that capital to buy more Bitcoin, you kind of prevent the problem of okay, Bitcoin falls in the short term. Well, for a public company, if it's just convertible debt or preferred equity, that's not necessarily any Liquidation price, which is very attractive, which means you can weather short term drawdowns, which bitcoin obviously has had in the past. And so it's potentially one of the most efficient ways to get an intelligently leveraged long duration Bitcoin position. The second or. https://www.youtube.com/watch?v=NFBDl8yvSSs 5 Yeah, the second way that I think people are buying these bitcoin treasury companies is because one, there's a lot of institutional capital out there that can't buy Bitcoin directly. Saylor had an interesting slide in one of his presentations where he basically just showed that 97% of institutional capital in the United States can't buy or is mandated to only buying equities and fixed income. So they can't buy commodities. And it kind of makes sense because there are no good commodities to arguably gold could be a good commodity, but still debased every year forever. And all the other commodities are incredibly debased forever. We're getting more efficient and more productive at producing all of them. So historically has made a lot of sense to not buy commodities and obviously buy productive assets. Now we have this Bitcoin thing, which is like a super commodity that's living through the monetization phase. So there's kind of like a unique dynamic where a lot of this capital is trapped. You can't buy Bitcoin. It's, it's bid equities and fixed income way too high because the money is broken. So we have to keep buying all this stuff regardless of valuation. And now we have a new form of money that's like, hey, you know, this form of money exists because your current form of money is really bad and you're, you're monetizing everything. And so Bitcoin is just now sucking the monetary premium out of all those asset classes. And Bitcoin treasury companies and the securities that they issue are basically just providing a product to the institutional capital that starting to recognize that bitcoin is important and deserves an allocation, but they're not able to necessarily change their investment mandates to buy Bitcoin directly. And again, like, you know, treasury companies can be seen as amplified Bitcoin because they borrow money to buy more Bitcoin. https://www.youtube.com/watch?v=NFBDl8yvSSs 4 And so what strategy has done is they've pioneered this long duration credit and paired it with this long duration asset like Bitcoin. And kind of like we're talking about Bitcoin, I don't know what it's going to be over the short term, but I'm fairly confident over the long term it's going to perform very well. That's why I think it's long term savings technology. And so whether it's convertible notes or preferred equity, where you're effectively creating this long duration fixed income product, using that capital to buy more Bitcoin, you kind of prevent the problem of okay, Bitcoin falls in the short term. Well, for a public company, if it's just convertible debt or preferred equity, that's not necessarily any Liquidation price, which is very attractive, which means you can weather short term drawdowns, which bitcoin obviously has had in the past. And so it's potentially one of the most efficient ways to get an intelligently leveraged long duration Bitcoin position. The second or. https://www.youtube.com/watch?v=NFBDl8yvSSs .
Source: Blockware — Joe Burnett; TFTC — Rabbit Hole Recap (#373)
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Feedback loop: equity issuance → more BTC. When treasury companies trade at a premium, they issue shares and buy more bitcoin, turning speculative equity flows into BTC demand; potential inclusion of such firms in major indices/ETFs can amplify this via passive flows 3 And now that bitcoin treasury companies exist, where, okay, you have this high beta bitcoin exposure that is actually buying bitcoin too. It's not like it's just worthless air. These companies hold thousands of Bitcoin on their balance sheet. And so when these companies trade at a premium like they have in the past and many still do today, they issue common equity and buy more Bitcoin. And so it kind of creates like this weird synergy between Bitcoin and Treasury companies to where whenever speculative capital flows into these more leverage bitcoin plays the bitcoin treasury companies, you know, it's in their incentive to convert that excess speculative capital into more Bitcoin. And then, you know, maybe some people decide to buy Bitcoin at some point or maybe people, you know, for whatever reason keep buying treasury companies. Well, a lot of the capital actually just ends up flowing to Bitcoin. Either way, will people rotate out of treasury companies and into Bitcoin? https://www.youtube.com/watch?v=NFBDl8yvSSs 2 These companies hold thousands of Bitcoin on their balance sheet. And so when these companies trade at a premium like they have in the past and many still do today, they issue common equity and buy more Bitcoin. And so it kind of creates like this weird synergy between Bitcoin and Treasury companies to where whenever speculative capital flows into these more leverage bitcoin plays the bitcoin treasury companies, you know, it's in their incentive to convert that excess speculative capital into more Bitcoin. And then, you know, maybe some people decide to buy Bitcoin at some point or maybe people, you know, for whatever reason keep buying treasury companies. Well, a lot of the capital actually just ends up flowing to Bitcoin. Either way, will people rotate out of treasury companies and into Bitcoin? https://www.youtube.com/watch?v=NFBDl8yvSSs 1 And that's why I think strategy potentially getting added into the S&P 500 will be like a huge deal strategy. And similar scientific and other bitcoin treasury companies are included in various index funds like strategies in qqq, which is in a pretty significant one, similar as in a few small cap index funds as well. And so as these companies grow or as bitcoin continues being NGU technology, you know, these companies that are in these index funds that are weighted by the market cap relative to all of the other market caps of all the other equities that these index funds hold, these index funds are going to increase their allocation to these companies over time as long as bitcoin keeps going up and as long as these companies keep, keep going up, which means like we already have kind of created, you know, this, this cruise liner that's like rescuing people. Most people just have no idea that it exists. https://www.youtube.com/watch?v=NFBDl8yvSSs .
Source: Blockware — Joe Burnett
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Japan signals. Meta Planet, described as Japan’s premier bitcoin treasury company, helped normalize BTC as an investable asset; it was 2024’s top‑performing stock before retracing ~50% 62 So Meta Planet, for those who don't know, is the premier bitcoin treasury company in Japan. https://www.youtube.com/watch?v=VEySREc2CEk 61 Metaplanet has surely made bitcoin seem legitimate in the eyes of most Japanese people, I think, in terms of it being an investable asset. And I say that more broadly, not just people there, because I did ask some of my quote unquote, normie friends if they knew what Meta Planet was and what it does, and they do. https://www.youtube.com/watch?v=VEySREc2CEk 60 It was the most, it was the best performing stock of 2024. It's since down about 50 from the highs, but it seems to be sort of finding a water level. https://www.youtube.com/watch?v=VEySREc2CEk . Its president is accepting payment in bitcoin for some condo units 59 I was kind of happy that Simon Garovich brought it up, but he talked about Eric Trump now accepting payment for some of the units in the buildings he's buying. So I guess some of the condos, the buildings he's building, accepting payment in bitcoin. So quite interesting. https://www.youtube.com/watch?v=VEySREc2CEk . High capital‑gains tax (~55%) is cited as suppressing direct adoption; officials are reportedly weighing a cut toward ~20% and a spot bitcoin ETF in response to market demand 58 So one of the main reasons that people say bitcoin adoption hasn't happened much in Japan is because the capital gains rate on it is 55%. One of the reasons micro metaplanet has done well there is because the secure, you know, it's. It's been essentially the proxy ETF vehicle and capital gains on Meta Planet are only 20. So anybody who is buying, you know, looking for bitcoin exposure, whether an institutional investor or just somebody who's looking to sort of, I don't know, get more yen for. https://www.youtube.com/watch?v=VEySREc2CEk 57 So it looks like the government now is sort of taking more seriously. And again, this is based on some conversations I've had with those in the know. There can't say who, but they're taking more seriously this idea of cutting the cap gains on bitcoin down to 20 and also issuing a spot bitcoin ETF there. And this is in sort of direct response to the success of Meta Planet, which would obviously detract from Meta Planet to some degree. https://www.youtube.com/watch?v=VEySREc2CEk . Grassroots education and Lightning payments (e.g., Tokyo Bitcoin Base, a local food truck) illustrate peer‑to‑peer usage 56 But I actually find this really interesting because I also visited the Tokyo bitcoin base, which is where they actually teach like grassroots bitcoin adoption. You know what bitcoin is, how to custody it, how to use it. The guy outside of the Tokyo bitcoin base, there's a food truck that accepts lightning. So it's much more like, it's a bit of a different. It's not really thinking about bitcoin as an investable asset, but about bitcoin as peer to peer money, what it was intended to be. So in a really weird way, Meta Planet may be catalyzing more people to actually go over and get exposure to bitcoin. https://www.youtube.com/watch?v=VEySREc2CEk 55 The guy outside of the Tokyo bitcoin base, there's a food truck that accepts lightning. So it's much more like, it's a bit of a different. https://www.youtube.com/watch?v=VEySREc2CEk .
Source: Bitcoin Magazine — Capitol Gains (hosts)
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Banks “meeting the market.” U.S. Bank’s custody relaunch with NYDIG is positioned as a full‑service institutional solution alongside ETFs; even vocal skeptics acknowledge servicing client demand 26 U.S. bank announced today that it has resumed offering cryptocurrency custody services. Originally announced in 2021 as an early access program to global fund services client. The services are intended for institutional investment managers with registered or private funds who seek a secure safekeeping solution for Bitcoin. Nydig, a bitcoin company basically backed by bitcoiners and bridging the gap. And in Wall street and institutions, a vertically integrated bitcoin financial service and power infrastructure firm will act as the Bitcoin sub custodian. Quote, we're proud that we were one of the first banks to offer cryptocurrency custody for fund and institutional custody clients back in 2021. https://www.youtube.com/watch?v=_Ta8hzAQFq4 25 And in Wall street and institutions, a vertically integrated bitcoin financial service and power infrastructure firm will act as the Bitcoin sub custodian. Quote, we're proud that we were one of the first banks to offer cryptocurrency custody for fund and institutional custody clients back in 2021. And we're excited to resume the service this year. Following greater regulatory clarity, we've expanded our offering to include Bitcoin ETFs which allow us to provide full service solutions for managers seeking custody and administration admin. Nate Nydig is honored to partner with US bank as its primary provider for bitcoin custody services. Together we can bridge the gap between traditional finance and the modern economy by facilitating access for global funding services clients to Bitcoin as sound money delivered with the safety and security expected by regulated financial institutions. https://www.youtube.com/watch?v=_Ta8hzAQFq4 24 Again, I have this whole theory that I think since ETFs got launched, it's fundamentally shifted the market structure of Bitcoin and we are in a new paradigm ever since they launched the ETFs. But it's basically this quote right here. Following greater regulatory clarity, we expanded our offerings to include ETFs, which allow us to provide full service solutions. Now, of course, I wouldn't be trusting banks with my custody solutions. https://www.youtube.com/watch?v=_Ta8hzAQFq4 23 All the banks are trying to get into Bitcoin, whether that's trying to get microstrategy exposure or whether that's trying to essentially get their foot in the door and become a, quote, crypto adjacent company with custody or offering these services to clients, of course they want their fees, they want to make money. But it does seem like we, we are entering an era where we're no longer going to get fought here, that since they are embracing our industry, all the biggest players are embracing this industry as well. Whether they want to or not is besides the point. I think Jamie Dimon is like the best example of this. He's like, look, I don't like this thing, but if my customers want to buy this, I guess I will offer it to you guys. So this could be a bending of the knee moment where, look, they're realizing there's something on the horizon. If we do get a sense of regulatory clarity here, if the rules of the road are laid out so that they can feel that they can come into bitcoin in bulk. I think we're, we're slowly but surely just taking over the world. https://www.youtube.com/watch?v=_Ta8hzAQFq4 .
Source: Simply Bitcoin — Hosts
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Network snapshot. RHR reported block height 913,191 with an estimated +5.4% difficulty adjustment; average block time ~9m29s; a relatively small mempool was observed by the referenced dashboard 49 Our pets heads are falling off and the bitcoin price is currently at $110,060 we got a palindrome sats per cuck buck. At 99 sats per cuck buck. We are at market cap and 2.2.19 trillion. We're currently at block height. Oh, I was, I was loving that we were recording today we're a block height 913, 191. Which means we are only 57 blocks away from the next difficulty retarget. I looked at my block clock last night and it said 26 hours or yeah, 20, 23 hours at like 7pm. https://www.youtube.com/watch?v=ZALtLBpSeic 48 Sats per dollar time between time till the next difficulty adjustment and the estimated difficulty adjustment and the estimated difficulty adjustment for later tonight is 5.4 upwards adjustment. Hash Rate coming on the network. Blocksman coming in at 9 minutes and 29 seconds on average. Clark's teeny weeny mempool which isn't recognizing sub one sat per V byte transactions has 5,975 transactions in it. Man pulled out space 94, 501. https://www.youtube.com/watch?v=ZALtLBpSeic . Separately, Eric Wall noted a period of very low on‑chain fees (often <1 sat/vB) 71 This is today. Today there's basically no transactions in the mempool. This little red here. That's not. That's. That's not a bad thing. For people that want to get their transactions in, that means that people are paying less than 1 Satoshi per V byte. This is what the mempool looks like today. https://www.youtube.com/watch?v=BTMVvoQSm4w 98 0.18. That means that the minimum fees now to get a transaction in are 80% lower than what was even possible by the filter rules back when we started. So the fees are less than when we started, 80% lower than when we started. https://www.youtube.com/watch?v=BTMVvoQSm4w .
Sources: TFTC — Rabbit Hole Recap (#373); Bitcoin Magazine — Eric Wall
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Custodial concentration and “economic node” influence. Speakers warned that ETFs, wrapped/custodial BTC and large institutional treasuries concentrate economic power in entities whose business models may prefer custodial pathways and resist upgrades that improve self‑custody usability 76 So if you kind of look at some of the data behind this, like the Bitcoin ETFs and their on chain holdings are like exceeding 11 million bitcoins. That's quite a bit. This is how normal people are now being onboarded into it. If you look at kind of Bitcoin, L2 is the majority. All of these are the biggest, these things on the right are all the biggest bitcoin wrappers that people use on different blockchains. They're all completely custodial. The people using Bitcoin on Ethereum and different types of blockchains actually don't custody the real Bitcoin. https://www.youtube.com/watch?v=OGrRMT40NI0 75 And then these are, these are all the Treasuries. The company's now buying Bitcoin in their Treasuries. So the kind of issue with this and the byproduct is that these people are facilitating a lot of economic value. So in practice they hold some type of influence in the network and they're called economic nodes. And what they're doing is they can, they can kind of sway these discussions. And because their business model relies on them providing these custodial services, they have an incentive to potentially kind of block proposals that make Bitcoin easier to use in a self custodial form. So the top holders of Bitcoin, if you look at this at Strategy ibit, which is an ETF issuer, Fidelity Grayscale tether, Bitco wptc which is a custodial wrapped Bitcoin and, and more centralized institutions. https://www.youtube.com/watch?v=OGrRMT40NI0 74 So in practice they hold some type of influence in the network and they're called economic nodes. And what they're doing is they can, they can kind of sway these discussions. And because their business model relies on them providing these custodial services, they have an incentive to potentially kind of block proposals that make Bitcoin easier to use in a self custodial form. So the top holders of Bitcoin, if you look at this at Strategy ibit, which is an ETF issuer, Fidelity Grayscale tether, Bitco wptc which is a custodial wrapped Bitcoin and, and more centralized institutions. https://www.youtube.com/watch?v=OGrRMT40NI0 73 So now we have this social consensus problem. Now we're involving governments and large institutions and custodial wrappers like I mentioned, that have a business incentive to potentially not allow people to use Bitcoin in a self custodial way. That is Coinbase CBBTC is really good for Coinbase's business model and having like a trustless roll up on bitcoin would be bad for them because users might prefer that over the custodial option. And then they'll use adopt, lose adoption and lose fees, et cetera. And there's varying success metrics. https://www.youtube.com/watch?v=OGrRMT40NI0 .
Source: Bitcoin Magazine — “Can Bitcoin Succeed Without Another Soft Fork? w/ Janusz” (Janusz)
Notable Perspectives
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What is bitcoin's core innovation? It is the creation of a digital bearer asset. Now, what does that mean? So we talk about peer to peer transfers. A peer to peer transaction is where I give you something, you take it and you walk away. We don't need a third party to monitor that. I don't give that same thing to somebody else. So if I took a gold bar and I handed it to you, Danny, you took it from me, you turned around and you walked away. You have absolute assurance that that gold bar which you're holding in your hand is with you. And there is no way that I can give that same gold bar to somebody else. Why is that? Because the laws of physics prevent that gold bar from existing in more than one place at the same time. Unless you're some kind of magician or I'm some kind of magician, let's put that aside. But, you know, it's the laws of physics that prevent that from happening, right? That's the physical world. And that's why we can have peer. We can. Throughout history, peer to peer transactions were possible. Now, if I sent you a photograph over email or WhatsApp, right, I could turn around and send that same photo to a thousand other people and they would have identical copies of that. Why? Because the photo is just informational. It is just zeros and ones. And information by nature is infinitely replicable at virtually no cost. And so the only way to ensure that I don't send that same photo that I sent you to a thousand other people is by having a trusted third party monitoring my WhatsApp or my email and confirming to you that, yes, Vijay has not sent that to anybody else. Right. And that's how it has been for decades, like whatever, since we had online digital information and so on. What Satoshi solved was that he enabled you and I to transact digitally, with you in Australia and me in London, as if we were physically present. It's as if I gave you a gold bar and you took it and you took it from me and you turned around, walked away. You can do the same thing digitally right now. That is a paradigm shifting invention. It has implications in the realms of economics, politics, philosophy and everything else.
www.youtube.com Source: What Bitcoin Did — Vijay Selvam
“There’s one property … a little bit more important … and that is the absolute scarcity.” 64 You know, there's so many attributes of, you know, there's permissionlessness, censorship, resistance, unconfiscatability and absolute scarcity, right? These are, these are the four core properties of Bitcoin, right? And they're all very, very valuable. But I think I'm one of those people that would say that the one property that is a little bit, everyone's created equal, but some are more equal than others. There's one property more that little bit ahead of everyone else and that is the absolute scarcity. It's more important. It's a little bit more important than censorship, resistance. It's a little more important than unconfiscatability, permissionless. It's a little bit more important because that is at the core of it. https://www.youtube.com/watch?v=OLfNeRyhYjA 63 There's one property more that little bit ahead of everyone else and that is the absolute scarcity. It's more important. It's a little bit more important than censorship, resistance. It's a little more important than unconfiscatability, permissionless. It's a little bit more important because that is at the core of it. And as long as that cannot be corrupted, bitcoin cannot be co opted. Like I don't care. https://www.youtube.com/watch?v=OLfNeRyhYjA
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The cause of the fourth turning, the whole concept is manipulated money that gets worse and worse and worse, or cause of inflation, doesn't exist in a free market. And so. So what your. Your question about the fourth turning? If bitcoin stays decentralized and secure, that will never happen again, ever.
www.youtube.com Source: Simply Bitcoin — Jeff Booth (quoted)
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Can you please move on with your lives and do something that improves the bitcoin protocol? That's all I had.
www.youtube.com Source: Bitcoin Magazine — Eric Wall
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“The idea that you’re able to just run a node on a cheap computer and see what the transaction queue looks like is not a given … people should appreciate that we have a relatively open transaction queue for Bitcoin.” 38 I will say that I do Think we are fortunate that we've gotten to this point with a pretty open relay network in Mempool. The idea that you're able to just run a node on a cheap computer and see what the transaction queue looks like is not a given in the Bitcoin consensus protocol. That is an amazing capability that we have. The alternative would be something like if you want to know what transactions are going to be confirmed, you have to hit the APIs of F2 pool and ant pool and all these other miners and that would be a completely permission basis. Maybe they charge for it, maybe they block you out. There's a very real situation where we could end up in that point. So I think people should appreciate that we have a relatively open transaction queue for Bitcoin. So those are my opinions on the matter. https://www.youtube.com/watch?v=ZALtLBpSeic
Source: TFTC — Matt Odell
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“All the banks are trying to get into Bitcoin … they’re embracing this industry … if we get regulatory clarity, they can come into bitcoin in bulk.” 23 All the banks are trying to get into Bitcoin, whether that's trying to get microstrategy exposure or whether that's trying to essentially get their foot in the door and become a, quote, crypto adjacent company with custody or offering these services to clients, of course they want their fees, they want to make money. But it does seem like we, we are entering an era where we're no longer going to get fought here, that since they are embracing our industry, all the biggest players are embracing this industry as well. Whether they want to or not is besides the point. I think Jamie Dimon is like the best example of this. He's like, look, I don't like this thing, but if my customers want to buy this, I guess I will offer it to you guys. So this could be a bending of the knee moment where, look, they're realizing there's something on the horizon. If we do get a sense of regulatory clarity here, if the rules of the road are laid out so that they can feel that they can come into bitcoin in bulk. I think we're, we're slowly but surely just taking over the world. https://www.youtube.com/watch?v=_Ta8hzAQFq4
Source: Simply Bitcoin — Hosts
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“Pro‑filter: spam reduction significant; miner centralization minimal. Anti‑filter: spam reduction negligible; miner centralization substantial … quantify both.” 42 And so look and pull up this tweet Neil said, What was this? September 2nd? So two days ago, the intractability of Bitcoin's filter debate boils down to this. Pro filter spam reduction is significant. Minor centralization effects are minimal. Filters are worth the trade off. The anti filter spam reduction is negligible. Minor centralization effects are substantial. Removing filters worth the trade off. No one likes spam or minor centralization. But both sides will continue to talk past each other until more effort is made to quantify the filter's effect on spam and the filter's effect on minor centralization. So I think Neil sort of summed it up nice here. https://www.youtube.com/watch?v=ZALtLBpSeic
Source: TFTC — Marty Bent (reading Neil’s framing)
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“There is no spam on the bitcoin blockchain today. We lost.” 70 There is no spam on the bitcoin blockchain today. We lost. https://www.youtube.com/watch?v=BTMVvoQSm4w
Source: Bitcoin Magazine — Eric Wall
Emerging Themes
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Upgrades vs. ossification: Multiple shows stress the narrowing window for protocol changes (CTV, OP_CAT) amid institutional entry and coordination challenges; others argue to stop “fighting spam” and focus on pragmatic improvements 78 Like why aren't we going to add all these fancy opcodes to verify snarks and do better bitcoin staking and improve a lot of the assumptions with self custody? Social consensus is just really, really, really hard. People want different things. Roll ups want snark verification. People building potentially on ARC want different types of opcodes. So these conflicting wants between different application teams means that everyone in the space has different priorities. And now we're getting into a situation where nation states and institutions and everybody are coming into the space. So we kind of have this last point where this might be the last time that we can actually kind of coordinate a upgrade to the Bitcoin protocol. And failure to move on that right now means that we're closer to ossification. And I would recommend that we don't do that. And I'm going to present some data as to why. But before we get there, there's also this other consideration that the knock on effects of doing a soft fork could. https://www.youtube.com/watch?v=OGrRMT40NI0 77 But before we get there, there's also this other consideration that the knock on effects of doing a soft fork could. Yeah, there's maybe unintended consequences. So for example, if we implement something like opcat, are we able to build expressive enough scripts to introduce things that by a product of that do things like mevl, where there's. Which can increase minor centralization. What if we coordinate this huge effort for these applications and then there's this massive lack of adoption and it kind of feels like, well, that was a waste of time and we could have spent it better elsewhere. And we also have to like contend with all these different proposals, like which fork is the right one and which kind of roadmap for scaling Bitcoin is the better one to go with. So there's like all these competing interests and people and everything. So what if we don't fork? https://www.youtube.com/watch?v=OGrRMT40NI0 69 So they've got different prongs of how they're attacking bitcoin all at once. And one of those is to blame taproot so that they hope that the ossification camp kind of takes over. So in Luke Dasher's most conspiratorial, cartoonish, you know, idea of me as a, as a villain in this ecosystem, the worst thing, the worst effect that I could have on the bitcoin ecosystem is that the ossification camp wins. And if you look at what is happening in bitcoin development right now. That is what is happening. There's general distrust against bitcoin developers. The exact problem that Luke warned you about, that he said that I was causing, is happening now. Listen to Luke. https://www.youtube.com/watch?v=BTMVvoQSm4w 68 The biggest issue that could possibly happen is that you let the ossification camp win. I am tired of winning. https://www.youtube.com/watch?v=BTMVvoQSm4w 67 The problem is that when you fight spam, that's how we win. The reason that I'm on this stage right now is that you gave a fuck about what we were doing in the first Place. The reason that a taproot wizard image is $20,000 or more at this point is because you pay attention to it. Ignore the problem and it will go away. And yes, I will admit I have caused some problems on purpose, but we got a fucking focus on what matters now. If you fight us, we win. That's the only reason that this whole spam problem exists is because you gave enough attention to it to make that spam valuable. Ignore the spam, price goes down, problem goes away. And it's already, it has already happened. There is no problem here. https://www.youtube.com/watch?v=BTMVvoQSm4w . Source: Bitcoin Magazine — Janusz; Eric Wall.
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Node relay policy matters: The mempool/relay dispute is about policy, not consensus, yet has real centralization and fee‑estimation implications if miners receive large classes of transactions out‑of‑band 47 The current debate is over policy rules, specifically mempool transaction relay rules. It's not actually over consensus rules. And in that situation it's very much what your node is running mostly affects yourself. https://www.youtube.com/watch?v=ZALtLBpSeic 46 The current debate is over policy rules, specifically mempool transaction relay rules. It's not actually over consensus rules. And in that situation it's very much what your node is running mostly affects yourself. The core maintainer's argument is that valid transactions that have historically been considered non standard bitcoin core and have not been relayed by bitcoin core are getting confirmed anyway and they're going directly to miners. And the result is you have potential centralization risks where, where transactions are going out of band and no one sees those transactions until after they're mined and other miners can't compete with them and node operators can't do accurate fee estimation. If we actually have a high fee environment which we obviously do not have right now. And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. https://www.youtube.com/watch?v=ZALtLBpSeic 44 And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. So on a technical basis that's what the argument's over. https://www.youtube.com/watch?v=ZALtLBpSeic . Source: TFTC — RHR.
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Institutional on‑ramps are multiplying: ETFs, bank custody (U.S. Bank/NYDIG), treasury companies and potential index inclusion collectively broaden access; many institutions still can’t buy spot BTC directly, sustaining demand for compliant wrappers 34 Yeah, ETF inflows still strong. On that point brought up Michael Saylor. He is the executive chairman of strategy and MSTR. Will it be added to the S&P4 Bitcoin Summer people Summer is coming to an end. I can feel the cold autumn winds rolling into town. Is paper Bitcoin summer officially over? If you look at the stock prices of these companies, it seems like it wasn't the best summer ever. But people are speculating. Is strategy going to be added to the S P tomorrow. I think they're going to be added. I don't care. https://www.youtube.com/watch?v=ZALtLBpSeic 26 U.S. bank announced today that it has resumed offering cryptocurrency custody services. Originally announced in 2021 as an early access program to global fund services client. The services are intended for institutional investment managers with registered or private funds who seek a secure safekeeping solution for Bitcoin. Nydig, a bitcoin company basically backed by bitcoiners and bridging the gap. And in Wall street and institutions, a vertically integrated bitcoin financial service and power infrastructure firm will act as the Bitcoin sub custodian. Quote, we're proud that we were one of the first banks to offer cryptocurrency custody for fund and institutional custody clients back in 2021. https://www.youtube.com/watch?v=_Ta8hzAQFq4 25 And in Wall street and institutions, a vertically integrated bitcoin financial service and power infrastructure firm will act as the Bitcoin sub custodian. Quote, we're proud that we were one of the first banks to offer cryptocurrency custody for fund and institutional custody clients back in 2021. And we're excited to resume the service this year. Following greater regulatory clarity, we've expanded our offering to include Bitcoin ETFs which allow us to provide full service solutions for managers seeking custody and administration admin. Nate Nydig is honored to partner with US bank as its primary provider for bitcoin custody services. Together we can bridge the gap between traditional finance and the modern economy by facilitating access for global funding services clients to Bitcoin as sound money delivered with the safety and security expected by regulated financial institutions. https://www.youtube.com/watch?v=_Ta8hzAQFq4 7 Saylor had an interesting slide in one of his presentations where he basically just showed that 97% of institutional capital in the United States can't buy or is mandated to only buying equities and fixed income. https://www.youtube.com/watch?v=NFBDl8yvSSs . Sources: Simply Bitcoin; Blockware.
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Custody, risk and UX: Shows reinforced self‑custody best practices (wallet verification, coordinator trust assumptions) while highlighting exchange/counterparty risks and the role of proofs‑of‑reserves and vaults 35 Sparrow Update Verify feature led the way. That feature actually came out after Wasabi implemented theirs and it was because I asked Craig on a podcast to implement it into Sparrow. But I love Sparrow. Sparrow is my probably. I mean it's, it's. I'm so reliant on that software. My family, my company is open sats. Like I really rely on Sparrow heavily and so if you haven't used Sparrow Wallet, great piece of open source software, you can use it with your favorite hardware. Wallets, you can easily do multi sig. You can easily do hot wallets. And Sparrow Wallet is awesome and Craig is a legend and I'm very grateful we have him. Also, really easy to use with your own node. Yeah, cosign all that shout out to Wasabi. I mean, I think the Wasabi team is a story of perseverance and grind. We used to have Wasabi Wednesdays back on this podcast way, way back in the day. And they've had their ups and downs. And I think this latest release is a testament to people who truly care about privacy and giving Bitcoiners the best user experience when using Bitcoin. It's great to see they're still pushing it forward. You didn't put one in the chat. But oh yeah, wait, real quick. Sparrow is only available on desktop. It's not available in app stores. There's fake Sparrow wallets and app stores. Don't download those. Those are fake. The only Real Sparrow is sparrowwallet.com and best practice on first install is to do a PGP signature verification. There is a guide there on how to verify it, but then after you do it the first time, or you can just. You're probably fine if you just download and don't verify it. So don't let that hold you back. But you should learn how to verify software. But once you do that, then from that point forward, not only can you use existing installations to verify Sparrow, but you can actually use it to Verify other drag and drop and verify other major bitcoin open source projects which is just useful feature in general. That's a beautiful thing. https://www.youtube.com/watch?v=ZALtLBpSeic 86 Your assets, if they're held on an exchange regardless of whether you're nefarious like Justin sun or or not, they can be seized by people who don't have your best interests in mind with the World Liberty Financial Coin. They actually freeze his tokens because there was a backdoor scheme showing that on his own exchange he was going to offer a 20% coupon or yield for issuing this sort of token. And as they come to find out this was just a mechanism to provide exit liquidity for him to unleash his 3% of the total supply of tokens back onto the market and drop the price. It's reported that he would have walked away with hundreds of millions to a billion dollars worth of profits from scheme and now he's going to twitter and saying that every true great brand must be built on fairness and this isn't a good look for you and for your shareholders. Well try not rugging people, but you don't have to be one of the people to get rugged because you can just remove your bitcoin from exchanges. You can do this privately, safely and securely by getting a Coach@the BitcoinWay.com don't be like Justin sun because there will be a day when some exchange is going to say you can't move your coins. Schedule a free 30 minute consultation with their team at thebitcoinway.com/simply Bitcoin every week. https://www.youtube.com/watch?v=Hj5rqYmr2eE 85 They do a proof of reserves to show that they have all of the bitcoin that they say that they do. Get your account funded in less than six hours and the application takes just two minutes. https://www.youtube.com/watch?v=Hj5rqYmr2eE 96 These like we talked about on the CTV panel vaults. So we can build things like vaults today by doing these huge pre signed transactions like emulate them. But if we add CTV we can decrease the complexity and make it a lot more user friendly and give users the ability to just dictate the way that UTXOs can be spent in the future. Add like a safety, like a safety feature, like if, if you want to have like a fallback undo button. CTV makes this a lot easier and reduces the complexity to build these things to make it easier for users. https://www.youtube.com/watch?v=OGrRMT40NI0 . Sources: TFTC; Simply Bitcoin; Bitcoin Magazine — Janusz.
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Policy clarity trendlines: The Clarity Act’s developer protections and SBA’s debanking remediation signal movement toward clearer rules and operational fairness, while state‑level bills can still disadvantage miners 52 So the two main things I think people are looking for when it comes to clarity, so the first one, protections for software developers under section 1960, which is unlicensed Money transmission. So basically saying that anyone creating non controlling, that's the language they use in the bill. Non custodial technology or purveying that technology is not responsible for money transmission. That's the number one thing that we're doing, paying attention to. https://www.youtube.com/watch?v=VEySREc2CEk 54 I don't know if it's official guidance, but it's kind of a press release of sorts that was precipitated by the executive order from the White House from A few weeks back on debanking and what they have, basically there was a requirement like that. You know, the EO from Trump said a bunch of things, including directing the SBA and some other agencies to, I don't. Clean up their act, basically implement a bunch of practices that are going to bring debanking to an end in one way or another, and also kind of make restitution for it in some ways. So the SBA last week has ordered lenders around the country to end a bunch of debanking practices. https://www.youtube.com/watch?v=VEySREc2CEk 45 What the bill concerns is tax exemptions for data centers. And it's a, it's a, it's ostensibly a pro business bill. This is a Republican sponsored, you know, tax exemption bill. It's like saying we're going to reduce taxes on a number of different data centers. However, there's one quirky part of this, which is that it exempts, does not apply to anyone using with kind of, what do they call it, cryptocurrency facilities used to process and verify and secure crypto transactions. Miners, in other words. So what this is, is a bunch of types of data centers are all going to get tax exemptions except for bitcoin miners, for example. So in a way it's a kind of. https://www.youtube.com/watch?v=VEySREc2CEk . Source: Bitcoin Magazine — Capitol Gains.
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Tokenization and rails selection: Galaxy’s tokenized shares spurred discussion about migrating settlement to Bitcoin L2s so fees accrue in BTC, not alternative “walled gardens” 39 Last thing on the last thing on the docket had an announcement from Galaxy. So Galaxy has launched tokenized SEC registered shares on. On public blockchains. So this is somewhat breaking new ground. Any, I don't know if you had a chance to chat to Alex, but any, any kind of thoughts on this news and the significance of it? Yeah, I, I actually I think I put this on the agenda and I was pumped. So this really doesn't have anything directly to do with Bitcoin, but it ca, it could or it can. So this is, I think they tokenized and put this on Solana if I'm not mistaken. So great. https://www.youtube.com/watch?v=VEySREc2CEk 37 So for those who don't understand that you're actually using Bitcoin on Ethereum, which sounds like a little bit kind of weird. So ETH is technically different or Ether is different from Ethereum. But to my point, let's say microstrategy or Strategy or NACA decided to tokenize their stock. It would be cool in my opinion if that stock traded on a Bitcoin layer two and then we were using Bitcoin for the actual gas fees to, you know, to, to trade that stock. I, I, I, I think that would make me happier than seeing all of this stuff traded in walled gardens. It feels a bit antithetical to the purpose of Bitcoin. So if we are moving in this direction. My, my, my. https://www.youtube.com/watch?v=VEySREc2CEk . Source: Bitcoin Magazine — Capitol Gains.
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AI and scarcity narrative crossover: A mainstream AI voice framed bitcoin as the only provably scarce digital asset, reinforcing the “digital gold” thesis under accelerating technological change 22 It's the only scarce resource. Nothing else has scarcity. Everything else, if price goes up, will make more. I can make as much gold as you want, given a proper price point. You cannot make more Bitcoin. Some people say bitcoin is just this thing on a computer that we all agreed was valuable. We are a thing on a computer, remember? Okay, so, I mean, not investment advice, but investment advice. It's hilarious how that's one of those things where they tell you it's not, but you know it is, immediately your call is important to us. That means your call is of zero importance. And investment is like that. Yeah, yeah. When they say, no investment advice, it's definitely investment advice, but it's not investment advice. Okay, so you're bullish on Bitcoin because it can't be messed with. It is the only thing which we know how much there is in the Universe. So gold. There could be an asteroid made out of pure gold heading towards us, devaluing it. Well, also killing all of us. But Bitcoin. I know exactly the numbers. And even the 21 million is an upper limit. How many are lost, passwords forgotten? https://www.youtube.com/watch?v=_Ta8hzAQFq4 21 Go balls deep into bitcoin? Did you not hear what I just said to you? Literally did a whole video about how AI is going to change the fundamental nature of our world. And he's like, the only thing that you can really do is buy bitcoin. So what should I do after this? Buy more Bitcoin. What are you talking about? https://www.youtube.com/watch?v=_Ta8hzAQFq4 . Source: Simply Bitcoin.

Top Stories — why it matters: frontier capability, cost, and scale are shifting fast
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Qwen3‑Max (Preview) passes the 1T‑parameter mark
- Alibaba introduced Qwen3‑Max‑Preview (Instruct), “our biggest model yet, with over 1 trillion parameters,” available now via Qwen Chat and Alibaba Cloud API. The team says it beats their prior best (Qwen3‑235B‑A22B‑2507) and improves conversations, agentic tasks, and instruction following 86 Big news: Introducing Qwen3-Max-Preview (Instruct) — our biggest model yet, with over 1 trillion parameters! 🚀https://x.com/Alibaba_Qwen/status/1963991502440562976 85 Now available via Qwen Chat & Alibaba Cloud API.https://x.com/Alibaba_Qwen/status/1963991502440562976 84 Benchmarks show it beats our previous best, Qwen3-235B-A22B-2507. Internal tests + early user feedback confirm: stronger performance, broader knowledge, better at conversations, agentic tasks & instruction following.https://x.com/Alibaba_Qwen/status/1963991502440562976 76 Qwen Chat: https://chat.qwen.ai/ Alibaba Cloud API: https://modelstudio.console.alibabacloud.com/?tab=doc#/doc/?type=model&url=2840914_2&modelId=qwen3-max-previewhttps://x.com/Alibaba_Qwen/status/1963991502440562976 82 https://chat.qwen.ai/https://x.com/Alibaba_Qwen/status/1963991502440562976 81 https://modelstudio.console.alibabacloud.com/?tab=doc#/doc/?type=model&url=2840914_2&modelId=qwen3-max-previewhttps://x.com/Alibaba_Qwen/status/1963991502440562976 . OpenRouter lists the preview with “higher accuracy in math, coding, logic, and science,” improved instruction following, and optimization for RAG and tool‑calling (no “thinking” mode) 70 Qwen3-Max, @ Alibaba_Qwen ’s most powerful model is live on OpenRouter:https://x.com/OpenRouterAI/status/1963992206446145805 69 📊 Higher accuracy in math, coding, logic, and science tasks 📖 Stronger instruction following & reduced hallucinations 🔍 Optimized for RAG + tool calling (no “thinking” mode) https://x.com/OpenRouterAI/status/1963992206446145805 . Community assessments flag strong overall performance but point to limitations in search and “thinking” traces 80 Qwen3 Max is truly, solidly, a US-grade modern frontier model. They ask $15/MT for what they serve because that is easily its weight class.https://x.com/teortaxesTex/status/1963994291765649716 79 @ teortaxesTex it certainly hallucinates extensive thinking traces…https://x.com/suchenzang/status/1963998963444687192 78 deep research version of qwen is similarly off: mixing a bunch of search results that don’t seem consistent with one anotherhttps://x.com/suchenzang/status/1963998963444687192 77 @ teortaxesTex search + thinking still seems quite lacking, unfortunately…https://x.com/suchenzang/status/1963997447039906245 .
“Scaling works — and the official release will surprise you even more.” 83 Scaling works — and the official release will surprise you even more. Stay tuned!https://x.com/Alibaba_Qwen/status/1963991502440562976
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Kimi K2‑0905 ships weights; pushes cheaper coding and longer context
- Moonshot’s Kimi K2‑0905 update emphasizes coding (front‑end, tool‑calling), extends context to 256k, and posts weights/code on Hugging Face; chat and a high‑TPS “turbo” API are available 144 Kimi K2-0905 update 🚀 - Enhanced coding capabilities, esp. front-end & tool-calling - Context length extended to 256k tokens - Improved integration with various agent scaffolds (e.g., Claude Code, Roo Code, etc)https://x.com/Kimi_Moonshot/status/1963802687230947698 141 🔗 Weights & code: https://huggingface.co/moonshotai/Kimi-K2-Instruct-0905 💬 Chat with new Kimi K2 on: https://www.kimi.com ⚡️ For 60–100 TPS + guaranteed 100% tool-call accuracy, try our turbo API: https://platform.moonshot.aihttps://x.com/Kimi_Moonshot/status/1963802687230947698 143 https://huggingface.co/moonshotai/Kimi-K2-Instruct-0905https://x.com/Kimi_Moonshot/status/1963802687230947698 142 https://www.kimi.comhttps://x.com/Kimi_Moonshot/status/1963802687230947698 140 https://platform.moonshot.aihttps://x.com/Kimi_Moonshot/status/1963802687230947698 . Users report large cost deltas vs. Sonnet 4 (e.g., ~80–90% cheaper), and K2 is already live as a provider in Cline 133 live saver for my Claude Code bill lol kimi k2 0905 is 80% cheaper than Sonnet 4, up to 90% cheaper for power usershttps://x.com/ting_/status/1963865598686900331 61 Live in Cline, Kimi-K2-0905 via the @ FireworksAI_HQ provider. https://x.com/cline/status/1964033209244799183 60 https://cline.bot/blog/moonshot-kimi-k2-0905https://x.com/cline/status/1964033221349560582 .
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Baseten raises $150M to scale inference for the AI app layer
- Baseten closed a $150M Series D led by BOND (Jay Simons joining the board) with participation from Conviction, CapitalG, 01 Advisors, IVP, Spark Capital, Greylock, Scribble, BoxGroup, and Premji Invest; customers include Abridge, Bland, Clay, Gamma, Mirage, OpenEvidence, Sourcegraph, WRITER, and Zed Industries 118 Today, we’re excited to announce our $150M Series D, led by BOND, with Jay Simons joining our Board. We’re also thrilled to welcome Conviction and CapitalG to the round, alongside support from 01 Advisors, IVP, Spark Capital, Greylock Partners, Scribble Ventures, and Premji Invest.https://x.com/tuhinone/status/1963945981382451488 117 The last eighteen months have been a whirlwind; as the AI application layer has taken off, we’ve been proud to play a small part supporting world class companies run their production workloads. Thanks to all our customers including Abridge, Bland, Clay, Gamma, Mirage, OpenEvidence, Sourcegraph, WRITER, and Zed Industries.https://x.com/tuhinone/status/1963945981382451488 92 We raised a $150M Series D! Thank you to all of our customers who trust us to power their inference.https://x.com/basetenco/status/1963979571193405447 91 This round was led by @ bondcap , with @ jaysimons joining our Board. We’re also thrilled to welcome @ conviction and @ CapitalG to the round, alongside support from O1A, @ IVP , @ sparkcapital , @ GreylockVC , @ ScribbleVC , @ BoxGroup , and Premji Invest.https://x.com/basetenco/status/1963979571193405447 90 We’re grateful to work with incredible companies like @ Get_Writer , @ zeddotdev , @ clay_gtm , @ trymirage , @ AbridgeHQ , @ EvidenceOpen , @ MeetGamma , @ Sourcegraph , and @ usebland .https://x.com/basetenco/status/1963979571193405447 . The founder’s framing underscores secular cost declines and rising usage:
“I think the token price goes down and inference should get cheaper over time. And that really just means there is going to be more inference.” “Every time we lower prices or optimize models to make it cheaper, four months later customers are spending more anyway.” “Inference prices will go down, but if the world is run by AI in 10 years, there is going to be a lot of inference. It better be cheap.”
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On‑device embeddings get a lift (smaller, faster, multilingual)
- Google DeepMind’s EmbeddingGemma targets on‑device use and tops MTEB for models under 500M parameters; supported by Hugging Face Text Embeddings Inference v1.8.1. Practitioners highlight small models’ importance for context management 136 🤗 Welcome EmbeddingGemma — a multilingual embedding model from @ GoogleDeepMind , built for on‑device use cases, leading the MTEB leaderboard for models < 500M!https://x.com/alvarobartt/status/1963637305375105179 135 Supported with @ huggingface Text Embeddings Inference v1.8.1 for fast and efficient inference!https://x.com/alvarobartt/status/1963637305375105179 134 Amazing work here ! Having very small embedding models is really key to nailing context management (among other things ofc).https://x.com/narsilou/status/1963879172083732647 .
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Macro view: compute scaling likely to slow
- Epoch’s analysts forecast fast diffusion now and broad cognitive automation by ~2035, but expect near‑term slowdowns in compute scaling due to investor uncertainty, overinvestment risk, and rising lead times; full transcript and episode links available 68 @ Jsevillamol and @ YafahEdelman on where current AI trends carry us —and where they break. They disagree on mechanisms and outcomes, but agree on this: fast diffusion now, broad cognitive automation by ~2035, and extreme uncertainty after.https://x.com/EpochAIResearch/status/1963999866138317097 67 AI progress has been driven by enormous compute scaling, but this is likely to slow down within the next few years. The reasons: investor uncertainty, the heavy costs of overinvestment, and increasing lead times. 🧵 https://x.com/EpochAIResearch/status/1964083741778989166 66 Full transcript available in the Epoch After Hours Website: http://epoch.ai/epoch-after-hourshttps://x.com/EpochAIResearch/status/1963999870290649422 65 Watch or listen to this episode of Epoch After Hours in any of the below channels: Youtube: https://youtu.be/Ab6HfmmCFQs Apple Podcasts: https://podcasts.apple.com/us/podcast/forecasting-ai-progress-until-2040/id1790976895?i=1000725159075 Spotify: https://open.spotify.com/episode/3AOT6Jy8fO1TXUrAOh9599?si=f04256b5c88844f9 Pocket Casts: https://pca.st/kt2x5k7o RSS Feed: https://share.transistor.fm/s/260a1173https://x.com/EpochAIResearch/status/1963999872094228666 27 But as compute investments grow, the “lead time” between project initiation and product deployment gets longer–you need to buy more compute, build new data centers, and construct new fabs. For every 10× increase in compute investment, lead times grow by roughly a year. https://x.com/EpochAIResearch/status/1964083775329227212 .
Research & Innovation — why it matters: new methods are squeezing more capability from less compute
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Agentic RL for reasoning: rStar2‑Agent (14B) reaches frontier‑level math in 510 steps
- Microsoft Research trained a 14B model with tool‑augmented RL (Python environment), reporting Pass@1 scores of AIME24 80.6, AIME25 69.8, HMMT25 52.7—meeting or exceeding larger models—and efficient reasoning with fewer tokens. The system scales output length in stages, filters/curates rollouts (GRPO‑RoC), and runs a dedicated code service handling ~45K concurrent tool calls at ~0.3s latency 35 rStar2-Agent (Microsoft Research). A 14B math-reasoning model trained with agentic RL that learns to think smarter by using a Python tool environment, not just longer CoT.https://x.com/omarsar0/status/1964045141016240182 34 It reaches frontier-level math reasoning in just 510 RL training steps.https://x.com/omarsar0/status/1964045125115662847 32 Start with non-reasoning SFT to teach tool use and formatting, then three RL stages that scale max output length 8K → 12K → 12K, and finally focus on harder problems; RL data curated to 42K math items with integer answers. https://x.com/omarsar0/status/1964045187799470572 33 GRPO-RoC oversamples rollouts, then keeps only the cleanest correct ones while preserving diverse failures, reducing tool-call errors and formatting issues during training. https://x.com/omarsar0/status/1964045156178678257 31 A dedicated, isolated code service reliably handles up to ~45K concurrent tool calls per training step with ~0.3 s end-to-end latency, and a load-balanced scheduler allocates rollouts by available KV cache to cut GPU idle time. https://x.com/omarsar0/status/1964045171575968256 30 Pass@1 AIME24 80.6, AIME25 69.8, HMMT25 52.7, exceeding or matching o3-mini (medium) and DeepSeek-R1 despite far smaller size; responses are shorter on AIME24/25 than Qwen3-14B and QWQ-32B. https://x.com/omarsar0/status/1964045202928390483 29 rStar2-Agent-14B also achieves effective reasoning with significantly fewer tokens.https://x.com/omarsar0/status/1964045218074021967 28 https://www.arxiv.org/abs/2508.20722https://x.com/omarsar0/status/1964045218074021967 .
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Unifying post‑training: SFT and RL under one objective; Hybrid Post‑Training (HPT)
- A new paper proposes a Unified Policy Gradient Estimator that casts SFT and RL as maximizing expected reward with a KL term to a behavior policy; HPT switches between RL and SFT based on simple performance feedback and is reported to outperform strong baselines across model scales 112 Towards a Unified View of LLM Post-Traininghttps://x.com/omarsar0/status/1963971173735448858 111 The proposed Unified Policy Gradient Estimator provides a theoretical unification of a wide spectrum of post-training algorithms, covering both SFT and RL losses within a single formulation.https://x.com/omarsar0/status/1963971192706257101 110 The paper shows SFT and RL optimize the same objective of maximizing expected reward with a KL term to a behavior policy.https://x.com/omarsar0/status/1963971192706257101 109 This work proposes Hybrid Post-Training, which switches between RL and SFT using simple performance feedback to balance exploration and exploitation.https://x.com/omarsar0/status/1963971173735448858 108 HPT consistently surpasses strong baselines across models of varying scale and families.https://x.com/omarsar0/status/1963971192706257101 107 Paper: https://arxiv.org/pdf/2509.04419https://x.com/omarsar0/status/1963971192706257101 .
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Vision‑language data at scale: FineVision
- FineVision releases a curated VLM dataset (>200 sources, 17M images, 10B answer tokens) with claims of “>20% improvement across 10 benchmarks” and enabling GUI navigation/pointing/counting; community leaders laud the effort 127 Fuck it. Today, we open source FineVision: the finest curation of datasets for VLMs, over 200 sources!https://x.com/andimarafioti/status/1963610118165000479 126 > 20% improvement across 10 benchmarks > 17M unique images > 10B answer tokens > New capabilities: GUI navigation, pointing, countinghttps://x.com/andimarafioti/status/1963610118165000479 125 FineVision 10x’s open-source VLMs. https://x.com/andimarafioti/status/1963610118165000479 124 We’re doing the work that nobody else wants to do! Welcome to FineVision, the best free open dataset to train vision language models. Let’s go open-source!https://x.com/ClementDelangue/status/1963903694061138216 .
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On‑device RAG plumbing: sqlite‑vec
- A small vector DB extension for SQLite (C, no deps; MIT/Apache‑2.0) reports 1M×128‑dim queries in 17ms, 500k×960‑dim in 41ms, supports matryoshka slicing, 32× storage reduction via binary quantization, and runs locally/WASM—paired in examples with EmbeddingGemma and Ollama for offline personalization 98 A small, portable vector database powered by SQLite for on-device RAG? 🤯 sqlite-vec is a new vector search SQLite extension written entirely in C with no dependencies, MIT/Apache-2.0 dual licensed. https://x.com/_philschmid/status/1819276123433263115 97 sqlite-vec queries: - 1 million 128-dimensional vectors in just 17ms - 500,000 with 960-dimensional vectors in 41mshttps://x.com/_philschmid/status/1819276123433263115 96 sqlite-vec supports: 💾 Matryoshka embedding slicing 💡 Binary quantization reduces storage by 32x with minimal accuracy loss 🤏🏻 L2, cosine and Hamming distance calculations 🧮 Retrieval against Python List and NP Arrays 🛠️ SDKs for Python, Javascript, Go, Rust, Wasm and more 🧠 local direct embedding with “sqlite-lembed” for gguf models and @ ggerganov Llama.CPP ☁️ remote embedding with “sqlite-rembed” for @ OpenAI compatible APIshttps://x.com/_philschmid/status/1819276123433263115 95 Below is an simple example using Python + sqlite and Ollama. SQLite-vec is WASM compatible and runs anywhere. You can change this example to almost any language including swift, kotlin, java, javascript….https://x.com/_philschmid/status/1963952204970078579 94 You can now easily build AI applications leveraging SQLite-vec and the new Embedding Gemma directly on-device, no internet required.https://x.com/_philschmid/status/1963952204970078579 93 Script: https://github.com/philschmid/gemini-samples/blob/main/scripts/embeddinggemma-sqlite-ollama.py Sqlite-vec: https://alexgarcia.xyz/sqlite-vec/ EmbeddingGemma: https://developers.googleblog.com/en/introducing-embeddinggemma/https://x.com/_philschmid/status/1963952208367546623 .
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Scheduling for prefill/decode architectures: ByteDance’s HeteroScale
- A coordinated autoscaling framework that balances prefill/decode across heterogeneous GPUs using decode tokens/sec as the primary signal. Reported results: prefill GPU utilization 46.8%→76.2%, overall usage efficiency +41.3%, and “hundreds of thousands” of GPU‑hours saved daily 4 HeteroScale – a coordinated autoscaling framework from @ ByteDanceOSS for LLMs with the Prefill–Decode (P/D) architecturehttps://x.com/TheTuringPost/status/1964091993430380807 3 Uses a single, reliable metric (decode token/second) to scale prefill and decode togetherhttps://x.com/TheTuringPost/status/1964091993430380807 2 • Prefill GPU utilization: 46.8% → 76.2% • Decode GPU utilization: 86.0% → 82.2% • Overall GPU usage efficiency improved by 41.3% https://x.com/TheTuringPost/status/1964092076448239825 . Paper: 1 https://arxiv.org/abs/2508.19559https://x.com/TheTuringPost/status/1964092088850796842 .
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Self‑supervised vision backbone: Meta’s DINOv3
- A 6.7B ViT trained on >1.7B Instagram images introduces a loss to preserve patch‑level diversity; Meta reports stronger embeddings for segmentation/depth. Weights/code ship under a license allowing commercial use but forbidding military applications 45 Meta released DINOv3, a self-supervised vision transformer. Relative to its peers and predecessors, it improves image embeddings for tasks like segmentation and depth.https://x.com/DeepLearningAI/status/1964071035810046378 44 It’s a 6.7-billion-parameter model trained on over 1.7 billion Instagram images. Technical innovations include a new loss term that preserves patch-level diversity, overcoming some of the limitations of working without image labels.https://x.com/DeepLearningAI/status/1964071035810046378 43 Weights and training code ship under a license that allows commercial use but forbids military applications, appealing to developers who want a stronger, self-supervised backbone for downstream vision applications.https://x.com/DeepLearningAI/status/1964071035810046378 42 https://hubs.la/Q03GYwMQ0https://x.com/DeepLearningAI/status/1964071035810046378 .
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Reality check on coding benchmarks: LiveCodeBench Pro
- On continuously updated competitive‑programming tasks, the best model hits ~53% pass@1 on medium difficulty and 0% on hard, underscoring current limits on highly compositional code generation 139 LiveCodeBench Pro: How Do Olympiad Medalists Judge LLMs in Competitive Programming?https://x.com/arankomatsuzaki/status/1934433210387296414 138 A benchmark composed of problems from Codeforces, ICPC, and IOI that are continuously updatedhttps://x.com/arankomatsuzaki/status/1934433210387296414 137 The best model achieves only 53% pass@1 on medium-difficulty problems and 0% on hard problems https://x.com/arankomatsuzaki/status/1934433210387296414 .
Products & Launches — why it matters: users get immediate utility from new features and workflows
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ChatGPT adds branching conversations on web for logged‑in users—explore new directions without losing the original thread 148 By popular request: you can now branch conversations in ChatGPT, letting you more easily explore different directions without losing your original thread.https://x.com/OpenAI/status/1963697012014215181 147 Available now to logged-in users on web. https://x.com/OpenAI/status/1963697012014215181 .
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Anthropic publishes a 1‑hour deep dive on prompt engineering (what makes a good prompt, handling ambiguity/edge cases, enterprise vs. research prompting, personas/metaphors/structured logic, jailbreaking/trust/testing at scale). Watch here: https://x.com/LiorOnAI/status/19639809925.. 104 Covers: ▸ What makes a good prompt ▸ Handling ambiguity, reasoning paths, and edge cases ▸ Enterprise vs research prompting strategies ▸ Using personas, metaphors, and structured logic ▸ Jailbreaking, trust, and testing prompts at scalehttps://x.com/LiorOnAI/status/1963980992563020201 102 ▸ Source: https://www.youtube.com/watch?v=T9aRN5JkmL8https://x.com/LiorOnAI/status/1963980993619980356 .
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Google Photos “Create” tab (U.S.) rolls out Veo 3 and generative tools
- Photo‑to‑video (“Subtle movement”/“I’m feeling lucky”), Remix (anime/comic/sketch/3D), Cinematic photos, Animations (multi‑shot GIFs), Highlight videos (montages by query), and a collage editor 56 Veo 3 is in @ GooglePhotos , right in the new Create tab — a central hub for generative AI features to spur your creativity, available now in the U.S. 🎨https://x.com/Google/status/1964016938394231043 55 Photo to video allows you to add motion to still photos and we’re starting to roll out our state-of-the-art Veo 3 video generation model. Pick between two prompts: “Subtle movement” or “I’m feeling lucky” to see your pics take on a new life in a short video clip. https://x.com/Google/status/1964016940407476426 54 Remix reimagines your photos in various styles, like anime, comic, sketch and 3D animation. https://x.com/Google/status/1964016943569973459 53 Cinematic photos are moving, 3D representations of your photos, which you can now make in the Create tab. https://x.com/Google/status/1964016954101973017 52 Finally, Animations turns multiple still shots into one animated gif. Just select “Animation” and the photos you want to include.https://x.com/Google/status/1964016958615294082 51 Highlight videos put together montages from your galleries. If you search using phrases like “mom” or “Paris,” Photos will choose the best clips and music to compile into one video. https://x.com/Google/status/1964016950977138967 50 Collage helps you pick multiple photos, select a design and choose a layout. You can also edit photos from the collage editor. https://x.com/Google/status/1964016947173216702 .
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Runway “edit reality” on web/iOS and Aleph on mobile
- “Edit reality” demos emphasize ease (“Anyone can make this … in a few minutes”); the mobile app lets you film and apply text‑driven edits on the go 89 Edit reality with Runway. Try it yourself on web and the Runway iOS app. https://x.com/runwayml/status/1963950900663185866 88 https://x.com/runwayml/status/1963950900663185866 87 Anyone can make this, today, in a few minutes.https://x.com/c_valenzuelab/status/1963986402653204968 41 Runway Aleph has been released on mobile.https://x.com/jerrod_lew/status/1963648251795837227 40 Film the world around you and upload it to the Runway app.https://x.com/jerrod_lew/status/1963648251795837227 39 Then insert text prompts to alter the result.https://x.com/jerrod_lew/status/1963648251795837227 38 Edit reality on the gohttps://x.com/c_valenzuelab/status/1964072973725315511 .
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Reka Research API demo: build geo‑aware agent apps (e.g., restaurant recommendations) with visible agent actions; code samples, docs, and platform available 75 Build smart, geo-aware apps with Reka Research API! 📍 Demo: Restaurant recommendations app showcasing speed, flexibility, ease of use & geo-location. Customize & see agent actions. #AI #Rekahttps://x.com/RekaAILabs/status/1964006900036509931 74 https://github.com/reka-ai/api-examples-typescripthttps://x.com/RekaAILabs/status/1964006900036509931 73 https://platform.reka.aihttps://x.com/RekaAILabs/status/1964006900036509931 72 https://docs.reka.aihttps://x.com/RekaAILabs/status/1964006900036509931 71 https://x.com/RekaAILabs/status/1964006900036509931 .
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LlamaIndex SemTools: CLI parsing + semantic search for agents
- On 1,000 arXiv PDFs, adding fuzzy semantic search to Unix tools yielded more detailed/accurate answers across cross‑ref and temporal‑analysis tasks; authors report fixed top‑k RAG was strictly worse in these cases. Blog and repo linked 18 Command-line agents can get you really far in document search and analysis! We tested SemTools, our CLI toolkit for parsing and semantic search, with coding agents like @ claude_code on 1000 @ arxiv papers. The results show that combining Unix tools with semantic search capabilities creates surprisingly capable knowledge workers.https://x.com/llama_index/status/1964009128973783135 16 🔍 SemTools adds parse and search commands that let agents handle complex documents with fuzzy semantic keyword search 📊 Agents with semantic search provided more detailed, accurate answers across search, cross-reference, and temporal analysis tasks ⚡ CLI access proves incredibly powerful relative to effort - leveraging existing Unix tooling instead of building custom RAG infrastructure 🛠️ The combination of grep, find, and semantic search handles a wide variety of document tasks at high fidelityhttps://x.com/llama_index/status/1964009128973783135 15 In these cases standard RAG with fixed top-k retrieval is strictly worse.https://x.com/jerryjliu0/status/1964098215181168732 17 When you have a “medium” sized dataset e.g. 1000 ArXiv PDFs, we found that an extremely strong Q&A baseline is just giving agents access to the CLI, along with some tools for fast semantic search using static embeddings.https://x.com/jerryjliu0/status/1964098215181168732 14 Blog by @ LoganMarkewich : https://www.llamaindex.ai/blog/semtools-are-coding-agents-all-you-need SemTools: https://github.com/run-llama/semtoolshttps://x.com/jerryjliu0/status/1964098215181168732 .
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Build weekend: Nano Banana hackathon and free Gemini API tier
- Global 48‑hour hackathon (Sep 6–7) with $400k in prizes; free‑tier access to gemini‑2.5‑flash‑image this weekend; online (Kaggle) and in‑person (SF) tracks 48 Official Nano Banana 48 Hour global hackathon! Build with Gemini 2.5 Flash Image aka. Nano Banana on September 6-7, 2025 with $400,000 in prizes. 🍌https://x.com/_philschmid/status/1964052906631438729 47 Special 48-hour free tier of Nano Banana in the Gemini API (starting 00:01 UTC 06/09).https://x.com/_philschmid/status/1964052906631438729 46 Judged on innovation, technical execution, impact, and presentation.https://x.com/_philschmid/status/1964052906631438729 37 https://www.kaggle.com/competitions/bananahttps://x.com/osanseviero/status/1964081812688220329 11 🔑 we’re unlocking a free tier of the Gemini API to access gemini-2.5-flash-image for this weekend onlyhttps://x.com/GoogleAIStudio/status/1964119795454111776 10 http://ai.studio/apikeyhttps://x.com/GoogleAIStudio/status/1964120019857789238 .
Industry Moves — why it matters: capital and strategy determine who ships at scale
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OpenAI plans custom AI accelerators with Broadcom
- Reports indicate mass production of an in‑house “XPU” co‑designed with Broadcom, targeting training/deployment (e.g., GPT‑5); shipping is slated for 2026 with a reported ~$10B order commitment 64 OpenAI will begin mass-producing a custom AI accelerator co-designed with Broadcom, aiming to ease its dependence on Nvidia GPUs.https://x.com/WesRothMoney/status/1963987993082958041 63 Shipping is slated for 2026, backed by a reported $10 billion order commitment that Broadcom’s CEO hinted at during earnings.https://x.com/WesRothMoney/status/1963987993082958041 62 The in-house “XPU” will power OpenAI’s own workloads training and deploying models like GPT-5, mirroring moves by Google, Amazon, and Meta to build specialized chips and gain cost-plus supply control.https://x.com/WesRothMoney/status/1963987993082958041 .
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Cohere Labs leadership
- Marzieh announced she’s stepping into the role of Head of Cohere Labs; peers called her a strong fit and encouraged following the team’s work 116 I’m excited to share that I’ll be stepping into the role of Head of Cohere Labs. It’s an honor and a responsibility to lead such an extraordinary group of researchers pushing the boundaries of AI research. https://x.com/mziizm/status/1963894793588613159 113 Marzieh is the perfect lead for Cohere Labs. Y’all should stay tuned for what she, @ jpineau1 and the team cook up :)https://x.com/nickfrosst/status/1963977983191851168 .
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Inference operations and customers
- Baseten’s $150M raise (see Top Stories) reinforces demand for managed inference; the company lists customers across healthcare, dev tools, and productivity 117 The last eighteen months have been a whirlwind; as the AI application layer has taken off, we’ve been proud to play a small part supporting world class companies run their production workloads. Thanks to all our customers including Abridge, Bland, Clay, Gamma, Mirage, OpenEvidence, Sourcegraph, WRITER, and Zed Industries.https://x.com/tuhinone/status/1963945981382451488 92 We raised a $150M Series D! Thank you to all of our customers who trust us to power their inference.https://x.com/basetenco/status/1963979571193405447 .
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Enterprise AI adoption: Devin as a data analyst
- Eight Sleep reports answering 3× more data questions weekly by invoking Devin directly in Slack; case study linked 59 The AI Data Analyst is finally here, and its name is Devin.https://x.com/cognition/status/1964035498932130116 58 @ EightSleep now answers 3x more data questions every week by using Devin directly from Slack 👇 https://x.com/cognition/status/1964035498932130116 57 Check out their blog post: https://www.eightsleep.com/blog/how-eight-sleep-uses-devin-as-a-data-analyst/https://x.com/cognition/status/1964035500869898654 .
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Vector DB in production: Qdrant case study
- Fieldly migrated after ~10% request failures with a prior system, reporting reliable recall, 66% lower infra costs, and scaling to tens of millions of embeddings; now adding hybrid search and RRF 123 http://Fieldly.ai built a wearable note taker that continuously records, transcribes, and makes conversations instantly searchable. But their first vector database couldn’t keep up, failing on ~10% of requests.https://x.com/qdrant_engine/status/1963947534721638830 122 After migrating to @ qdrant_engine , Fieldy achieved:https://x.com/qdrant_engine/status/1963947534721638830 121 ✅ Reliable recall and search in production ✅ 66% lower infrastructure costs ✅ Scale to tens of millions of embeddings without downtimehttps://x.com/qdrant_engine/status/1963947534721638830 120 Now, Fieldy is focused on advancing retrieval quality with hybrid search, reciprocal rank fusion, and upcoming location/time-based filtering.https://x.com/qdrant_engine/status/1963947534721638830 119 Read the full case study → https://buff.ly/uPQ8He1https://x.com/qdrant_engine/status/1963947534721638830 .
Policy & Regulation — why it matters: access rules and licenses shape competition and research
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Anthropic’s regional restrictions and data policy update
- A blog update says the company now prohibits organizations controlled from restricted jurisdictions (e.g., China). Community posts question whether the move is safety‑driven or protectionist and note fast progress by Chinese open‑weight labs (DeepSeek, Qwen). Anthropic’s consumer terms also shifted to explicit opt‑in for training, with opted‑in data retained up to five years 132 I’m confused by Anthropic’s blog post today: “This update prohibits companies or organizations whose ownership structures subject them to control from jurisdictions where our products are not permitted, like China.”https://x.com/LuozhuZhang/status/1963884496966889669 131 Many models developed by Chinese labs are open-source or released with open weights, which has significantly advanced the accessibility and democratization of AI (like DeepSeek-R1 and Qwen series). That makes me question the true intent behind Anthropic’s announcement, are they really safeguarding national security, or are they leveraging policy as a way to curb the growth of potential competitors?https://x.com/LuozhuZhang/status/1963884496966889669 130 Looking at the OpenRouter leaderboard, models like Qwen and DeepSeek are gaining traction rapidly, cutting into Anthropic’s market share. Community posts also show that some users have experimented with proxy layers to indirectly call third-party models from within Claude Code. Does this mean Anthropic can (and likely will) invoke “national security” or “restricted region” justifications to block such access at the product and network level, thereby protecting its market share and pricing power in key domains like coding assistants?https://x.com/LuozhuZhang/status/1963884496966889669 128 «and to compete globally with trusted technology companies headquartered in the United States and allied countries» Yeah… I would really like next Qwens, Kimis, GLMs and of course V4 to obliterate Dario’s sorry protectionism-dependent business. https://x.com/teortaxesTex/status/1963897200267735512 129 Based on Dario Amodei’s past public comments about export controls and national security, and considering the recent update to Anthropic’s consumer terms (“users must now choose whether to allow training on their data; if they opt in, data may be retained for up to five years”) I worry that Anthropic is drifting away from its founding ethos. Under the banner of “safety and compliance,” it appears to be moving down an increasingly rigid and closed path.https://x.com/LuozhuZhang/status/1963884496966889669 .
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Dataset licensing tightens: NVIDIA’s Nemotron‑CC‑v2
- A widely shared thread highlights the “NVIDIA Data Agreement for Model Training,” which reportedly forbids use in open‑source projects, composing with other data, or even releasing benchmarks without permission 6 Nemotron-CC-v2 is released under “NVIDIA Data Agreement for Model Training”, which prohibits its use in anything open-source, composing it with other data, or even releasing benchmarks without NVIDIA’s permission ‼️ https://x.com/soldni/status/1964117054442594680 5 YOU CAN’T EVEN BENCHMARK THE DATASET WTFhttps://x.com/eliebakouch/status/1964214679753855199 .
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Litigation watch (reported): Anthropic settlement
- A post citing a court filing claims a $1.5B class‑action settlement related to training on torrented copyrighted downloads; see filing link in the post 26 Anthropic class action settlement for using torrented copyrighted downloads for model training $1.5 billion (!)https://x.com/EMostaque/status/1964067872101065120 25 https://storage.courtlistener.com/recap/gov.uscourts.cand.434709/gov.uscourts.cand.434709.362.0_1.pdfhttps://x.com/EMostaque/status/1964067872101065120 .
Quick Takes — why it matters: fast signals for your radar
- SWE‑rebench (fresh GitHub PR tasks, no leakage): snapshot results are lower than SWE‑Bench Verified because issues are newer and unverified—helpful reality check for agentic coding claims 101 [SWE-rebench] Fresh August results on real GitHub PR tasks. No training-set leakage.https://x.com/ibragim_bad/status/1963702541428072871 100 Numbers are lower than SWE-Bench Verified because: 1. fresher issues not leaking 2. these are not “verified” issues (it’s more like SWE-Bench Full)https://x.com/gneubig/status/1963947072748412990 .
- FutureX leaderboard: Grok4 tops GPT‑5‑pro, ChatGPT‑Agent, Gemini Deep Think; open research agents (e.g., MiroMind 72B) perform strongly; full board posted 115 Weekly Update of FutureX: In our latest weekly leaderboard, Grok4 outperforms GPT5-pro, ChatGPT-Agent, and Gemini Deep Think! Surprisingly, @ miromind_ai ’s open-sourced deep research agent performs quite well with their 72B model! Full board at https://futurex-ai.github.iohttps://x.com/liujiashuo77/status/1963591894627459399 114 https://futurex-ai.github.iohttps://x.com/liujiashuo77/status/1963591894627459399 .
- App store signal: 3 of the top 4 U.S. Productivity apps are AIs; Perplexity hit #4 within two weeks of an iOS redesign 106 The momentum is there. Top 3 out of 4 Productivity Apps in the US App Store are AIs. 2 Google, 0.5 Microsoft. Perplexity is the only little tech app.https://x.com/AravSrinivas/status/1963981119243915698 105 At #4 within 2 weeks of the iOS redesign and update. https://x.com/dnlkwk/status/1963971261593170158 .
- AMD ROCm quality concerns: posts tally 200+ PyTorch tests skipped exclusively on ROCm and 200+ disabled; net +110 disabled since June, including attention/transformer ops; AMD team reportedly prioritizing fixes 146 Disappointingly, AMD currently has over 200 unit tests in PyTorch that are skipped exclusively (skipIfRocm) on ROCm and not on CUDA, along with another 200+ tests explicitly disabled for ROCm. The situation has deteriorated since the AMD Advancing AI event in June 2025. Since June 2025, more than 160 new tests have been disabled on ROCm, while only around 50 were re-enabled which resulted in a net increase of 110 disabled tests. This represents a major regression in ROCm PyTorch quality and significantly undermines the user experience. What’s particularly concerning is that many of these tests are not for niche or legacy operators. Critical functionality including numerous transformer tests, fused TP matmul, and even attention, the single most important operator in transformers, has been disabled for months. These issues should be treated as P0 priorities, yet they’ve instead been sidelined, leaving developers without confidence in ROCm PyTorch core capabilities. These aren’t just older ops such as RNNs or LSTMs, these ops are indispensable for modern AI workloads. Addressing the backlog of skipped and disabled tests will take months to bring down the numbers by half and medium to long term to stablize the situation to be under 50 unit tests being skipped/disabled exclusively in ROCm. That being said, we have now successfully convinced @ AnushElangovan 2 weeks ago that this is a high-priority issue. His team is now tackling it with high sense of urgency, and we’re grateful for his team’s renewed efforts.https://x.com/SemiAnalysis_/status/1963708743218339907 .
- GPT‑5 Pro coding: multiple practitioners report it reliably solves complex coding tasks after longer think time, though some note RLHF‑style small‑model errors on “real work.” Diversify models in orchestration/evals 49 I think congrats again to OpenAI for cooking with GPT-5 Pro. This is the third time I’ve struggled on something complex/gnarly for an hour on and off with CC, then 5 Pro goes off for 10 minutes and comes back with code that works out of the box. I had CC read the 5 Pro version and it wrote up 2 paragraphs admiring it (very wholesome). If you’re not giving it your hardest problems you’re probably missing out.https://x.com/karpathy/status/1964020416139448359 36 gpt-5 pro is next level for coding:https://x.com/gdb/status/1964076158221275543 20 I’m a fan of GPT-5 - unlike my partner - but it’s really very limited at doing real work, and it actually makes a lot of overly RLHF’d small model smell mistakes. Which is curious.https://x.com/mbusigin/status/1964097880739795453 .
- Qwen updates: OpenRouter lists Qwen3‑Max‑Preview with no “thinking” mode 69 📊 Higher accuracy in math, coding, logic, and science tasks 📖 Stronger instruction following & reduced hallucinations 🔍 Optimized for RAG + tool calling (no “thinking” mode) https://x.com/OpenRouterAI/status/1963992206446145805 ; a user notes “Qwen 3 Max has no ‘thinking’, interesting” 99 Qwen 3 Max has no “thinking”, interesting https://x.com/nrehiew_/status/1963983494809317814 .
- Stealth long‑context: Sonoma Sky/Dusk Alpha (via AnyCoder/OpenRouter) advertise 2M‑token context 9 two new stealth models are now available in anycoder via @ OpenRouterAIhttps://x.com/_akhaliq/status/1964184395847233822 8 Context: 2 million tokens https://x.com/_akhaliq/status/1964184395847233822 7 https://huggingface.co/spaces/akhaliq/anycoderhttps://x.com/_akhaliq/status/1964184437068874168 .
- Math OCR for reasoning data: Marker/Surya report SoTA on olmocr, beating MathPix in an internal lab eval; examples show GPT‑5 symbol errors that Marker avoided 23 Marker now is SoTA on the external olmocr benchmark for math.https://x.com/VikParuchuri/status/1964059444024655982 22 It also beats mathpix in an internal eval by a tier 1 AI research lab. https://x.com/VikParuchuri/status/1964059444024655982 21 Here we can see that marker is perfect on the doc where GPT5 misrecognized the tau. https://x.com/VikParuchuri/status/1964059446423736524 .
- GPU performance deep dive: Modular’s Blackwell matmul Part 2 covers shared‑memory access and swizzling for throughput 13 Matrix Multiplication on Blackwell Part 2 is here! This technical deep dive into GPU architecture explores how to optimize memory performance through shared access and swizzling–setting the stage for our upcoming reveal of the industry’s fastest matmul.https://x.com/Modular/status/1964028468490097053 12 https://www.modular.com/blog/matrix-multiplication-on-nvidias-blackwell-part-2-using-hardware-features-to-optimize-matmulhttps://x.com/Modular/status/1964028468490097053 .
- Weights & Biases: tracing/instrumentation upgrades “especially useful for RL” are coming to Weave 24 Coming soon to @ weave_wb ! Huge upgrades that will be especially useful for Reinforcement Learning.https://x.com/weights_biases/status/1964085692289732618 .
- OpenAI jobs platform: posts say an AI‑powered hiring product is targeted for mid‑2026, with plans to certify “AI fluency” 145 OpenAI plans to launch an AI-powered hiring platform by mid 2026, putting the outfit in close competition with LinkedIn. The company also wants to start certifying people for “AI fluency.”https://x.com/ZeffMax/status/1963686821034160280 .



We grouped this week’s episodes into three themes so you can jump straight to what matters: personal agency (health and home security), grand strategy (sea control and modern drone warfare), and speech/governance (free expression, fiscal risk, and biosecurity).
Theme 1: Personal Agency — Your Body and Your Home
Episode: Is Your Back Pain Physical or Mental? (Peter Attia MD with Stuart McGill, Ph.D.)
Episode Overview
Host Peter Attia speaks with spine biomechanist Stuart McGill about the interplay of psychology and biomechanics in chronic lower‑back pain, emphasizing mechanism‑based diagnosis over imaging and coaching patients to control provocation moments that trigger pain 100 I'm Peter Attia. https://www.youtube.com/watch?v=WB6WY_Tl4eU 99 So can you speak more about this phenomenon and what those of us who want to help these patients can do? https://www.youtube.com/watch?v=WB6WY_Tl4eU 98 Let's pivot for a moment to talk a little bit about the amount of psychological trauma that exists in the patient with lower back pain. And I'm thinking very specifically even about some of my own patients or friends who have been in the throes of lower back pain. And if nothing else, Stuart, I take a great degree of comfort from the injury, the third injury that I had, the one in 2000, because it lasted so long and because it was so debilitating, and because I'm here today without pain, my confidence around small recurrences is so high that I don't tend to awfulize about it and work myself up. But I have great empathy for a person who doesn't have that knowledge. And instead, I don't know how to help someone sometimes because I can't tell what is mind and what is body at this point. And I suspect that there's a significant interplay. So can you speak more about this phenomenon and what those of us who want to help these patients can do? https://www.youtube.com/watch?v=WB6WY_Tl4eU 97 You mentioned earlier how MRIs don't show you the mechanism of pain, and I can give all kinds of reasons why. But let's take this patient. https://www.youtube.com/watch?v=WB6WY_Tl4eU .
Key Insights
- Imaging can’t reveal the mechanism of pain; a targeted physical evaluation can, often by asking the patient to demonstrate the provoking movement 97 You mentioned earlier how MRIs don't show you the mechanism of pain, and I can give all kinds of reasons why. But let's take this patient. https://www.youtube.com/watch?v=WB6WY_Tl4eU 91 And I said, oh, can you show me the pain? And he said, what? You want me to show you how I create the Pain. And I said, it's the only chance I have to understand it. I said, you've been to 15 different clinicians. Has no one ever asked you to show them the mechanism of your pain? Has anyone ever touched you? https://www.youtube.com/watch?v=WB6WY_Tl4eU .
- Instrumented assessment (muscle EMG + 3D spine motion) can expose subtle triggers (e.g., a mid‑movement “clunk” causing sciatic irritation) that are fixable with coaching 96 I put on my instrumentation, which was muscle EMG over the torso, the glutes, et cetera. We put on the spine motion monitor, 3D motion spine monitor. And then I said, all right, let's see what causes this. https://www.youtube.com/watch?v=WB6WY_Tl4eU 93 Now, at that time, I heard like a little cavitation, little pop come out of his back. And that was the wrap of the sciatic nerve. And he was in a bad way. You know, I. I laid him crawling on a table, tried to give him a bit of decompression, and he went home. And I said, I know exactly what the mechanism of your pain is. Here's what you should do over the next three days, but I want you to come back. But promise me you aren't going to do anything silly. Remember what the threat was hanging over us. He said, I promise. I called him that night. I called him the next day just to make sure. Then he came back, and I said, I know exactly what your mechanism is. And here's what the data showed. As he was winding himself around, he was using muscle. Muscle is stiffening and stabilizing. It's centrating of the joints. And as he got to top dead center, he shut all his muscles off. He completely relaxed. And then there was a little shear translation or a clunk. And that's what we heard, and that's what scrapped the sciatic root. I said, okay, you have no pain. https://www.youtube.com/watch?v=WB6WY_Tl4eU .
- Teaching patients to maintain muscle tone through the danger range can stop recurrent acute episodes; one coached case eliminated the “clunk” immediately and prevented future events 95 Push my fingers out harder. Good. Hold that. Now talk to me and keep talking to me with that controlling thing. And we coached him through this. And in a minute, very simple. I said, oh, keep the tone now. And we're going through. And as he came to top dead center, you could see him. Ah, ah, ah, ah, ah, ah. I said, we're there. Do it again. Hold on. Keep control. He didn't clunk. https://www.youtube.com/watch?v=WB6WY_Tl4eU 87 Now, it took him about four months to wind down the ache, but he never had another clunk or a trap. Ten years later, he brought his daughter to me, and I saw her for back pain, and he brought me a case of beer and. And he said, I said, you know, I did my one year follow up with you, but. But how have you been? Was fabulous. I said, did you ever get another episode? Never had one. Now some people will think that that's a fantastic, impossible story, Pete. https://www.youtube.com/watch?v=WB6WY_Tl4eU .
- In a two‑year follow‑up of patients subcategorized by pain mechanism and given targeted prescriptions (including a “virtual surgery” pathway), 95% reported they avoided surgery and were glad they did 94 Maybe you've heard of this, but I've never heard of another clinic where they follow up with every single patient that they ever saw. We did a two year follow up with every single patient who came in and we subcategorized them because we assessed everyone into the mechanism of their pain pathway. We gave them an appropriate exercise prescription. We followed up to see did they even comply, because some people didn't. And then how are you doing after two years, if you were in the subcategory that everything has failed? You've been told you need surgery, so you're at the end of the road now you're a surgery case. In the two year follow up, following the plan that I just described for you with this thing called virtual surgery, which is part of it, 95% reported that they avoided surgery and they were glad that they did. https://www.youtube.com/watch?v=WB6WY_Tl4eU 90 Maybe you've heard of this, but I've never heard of another clinic where they follow up with every single patient that they ever saw. We did a two year follow up with every single patient who came in and we subcategorized them because we assessed everyone into the mechanism of their pain pathway. We gave them an appropriate exercise prescription. We followed up to see did they even comply, because some people didn't. And then how are you doing after two years, if you were in the subcategory that everything has failed? https://www.youtube.com/watch?v=WB6WY_Tl4eU .
Recommendations & Resources
- Ask patients to reproduce the exact movement that provokes pain; observe carefully for mechanical triggers 91 And I said, oh, can you show me the pain? And he said, what? You want me to show you how I create the Pain. And I said, it's the only chance I have to understand it. I said, you've been to 15 different clinicians. Has no one ever asked you to show them the mechanism of your pain? Has anyone ever touched you? https://www.youtube.com/watch?v=WB6WY_Tl4eU .
- Use EMG and a 3D spine motion monitor when available to map the mechanism objectively 96 I put on my instrumentation, which was muscle EMG over the torso, the glutes, et cetera. We put on the spine motion monitor, 3D motion spine monitor. And then I said, all right, let's see what causes this. https://www.youtube.com/watch?v=WB6WY_Tl4eU .
- Coach to sustain appropriate muscle tone through the provocative arc to prevent shear/clunk events 95 Push my fingers out harder. Good. Hold that. Now talk to me and keep talking to me with that controlling thing. And we coached him through this. And in a minute, very simple. I said, oh, keep the tone now. And we're going through. And as he came to top dead center, you could see him. Ah, ah, ah, ah, ah, ah. I said, we're there. Do it again. Hold on. Keep control. He didn't clunk. https://www.youtube.com/watch?v=WB6WY_Tl4eU .
- Implement a structured, mechanism‑based program with compliance checks and follow‑up; consider a “virtual surgery” pathway before operative decisions 90 Maybe you've heard of this, but I've never heard of another clinic where they follow up with every single patient that they ever saw. We did a two year follow up with every single patient who came in and we subcategorized them because we assessed everyone into the mechanism of their pain pathway. We gave them an appropriate exercise prescription. We followed up to see did they even comply, because some people didn't. And then how are you doing after two years, if you were in the subcategory that everything has failed? https://www.youtube.com/watch?v=WB6WY_Tl4eU 94 Maybe you've heard of this, but I've never heard of another clinic where they follow up with every single patient that they ever saw. We did a two year follow up with every single patient who came in and we subcategorized them because we assessed everyone into the mechanism of their pain pathway. We gave them an appropriate exercise prescription. We followed up to see did they even comply, because some people didn't. And then how are you doing after two years, if you were in the subcategory that everything has failed? You've been told you need surgery, so you're at the end of the road now you're a surgery case. In the two year follow up, following the plan that I just described for you with this thing called virtual surgery, which is part of it, 95% reported that they avoided surgery and they were glad that they did. https://www.youtube.com/watch?v=WB6WY_Tl4eU .
Notable Quotes
“If I’m crazy, I don’t deserve to live.” 89 And if I'm crazy, I don't deserve to live. https://www.youtube.com/watch?v=WB6WY_Tl4eU
“They stole my career from me, giving me that book, how to live with my back pain.” 88 He said, they stole my career from me, giving me that book, how to live with my back pain. https://www.youtube.com/watch?v=WB6WY_Tl4eU
Must‑Listen Clip
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Watch the live instrumentation → provocation → coaching loop that solves a recurrent sciatic “clunk.” You’ll hear the setup, the measured finding, and the coaching that prevents the event on repeat.
- Why it matters: It shows the full arc from mechanism discovery to immediate, teachable intervention that can eliminate acute flares 86 I put on my instrumentation, which was muscle EMG over the torso, the glutes, et cetera. We put on the spine motion monitor, 3D motion spine monitor. And then I said, all right, let's see what causes this. So he stood there and he did a very weird thing. And he said, all right, well, here you go. And he wound himself around in a circle like this. And when he got to 10, top dead center. Now, at that time, I heard like a little cavitation, little pop come out of his back. And that was the wrap of the sciatic nerve. And he was in a bad way. You know, I. I laid him crawling on a table, tried to give him a bit of decompression, and he went home. https://www.youtube.com/watch?v=WB6WY_Tl4eU 85 And here's what the data showed. As he was winding himself around, he was using muscle. Muscle is stiffening and stabilizing. It's centrating of the joints. And as he got to top dead center, he shut all his muscles off. He completely relaxed. And then there was a little shear translation or a clunk. And that's what we heard, and that's what scrapped the sciatic root. I said, okay, you have no pain. https://www.youtube.com/watch?v=WB6WY_Tl4eU .
Episode: The Squatter In His Closet Changed How He Protects His Family (Tim Ferriss)
Episode Overview
A home‑tour shock turns into a practical playbook for prevention‑first security: choose where (and how) you live, harden your privacy, and favor defensive tools with margin for error, trained under stress 59 We were touring the house and my wife is upstairs and she walks out of the room and she looks at the person that's showing us the house and goes, there's somebody in the closet. And we. I'm like, what are you talking about? You know, like you're. It's an empty house, Like a brand new empty house. Like, what are you talking about? And she goes, yeah. I opened the closet door, he was crunched down in the corner. And he puts his finger up to his lips and goes, shh. Like, don't tell anybody. Like, nothing more creepy than that, you know? https://www.youtube.com/watch?v=BptBNAVIJss 58 And he ended up being like a really nice guy. I was actually kind of impressed because he goes, I make the bed every day, I wash my clothes here because there's a washer and dryer here. And I just, I'm keeping the place nice. But he goes, this is what I do. I felt really bad for him because he said he worked at a car wash. He makes $500 a month. He can't afford a place to live. https://www.youtube.com/watch?v=BptBNAVIJss 56 I would say a few things for me, step number one, I mean, there are a few things, right? We can say, how do we get really good at pulling people out of the river? But then there's like, why are people falling in the river in the first place? And it's actually Desmond Tutu paraphrase. But the point of that is that there's, what do I do when someone's in my house or who comes to my house? And then there's, how do we just prevent that from happening in the first place? And there's serendipitous, accidental, unpredictable randomness. And then there's premeditated trying to find you, right? So I would say that for me, step number one is choosing very carefully where you live if you can. And secondly, just paying a lot of attention to privacy. If you might have people who are going to seek you out. https://www.youtube.com/watch?v=BptBNAVIJss .
Key Insights
- Prioritize prevention and privacy: carefully choose residence; treat privacy/doxxing risk as central to physical security 56 I would say a few things for me, step number one, I mean, there are a few things, right? We can say, how do we get really good at pulling people out of the river? But then there's like, why are people falling in the river in the first place? And it's actually Desmond Tutu paraphrase. But the point of that is that there's, what do I do when someone's in my house or who comes to my house? And then there's, how do we just prevent that from happening in the first place? And there's serendipitous, accidental, unpredictable randomness. And then there's premeditated trying to find you, right? So I would say that for me, step number one is choosing very carefully where you live if you can. And secondly, just paying a lot of attention to privacy. If you might have people who are going to seek you out. https://www.youtube.com/watch?v=BptBNAVIJss 48 So I would say that for me, step number one is choosing very carefully where you live if you can. https://www.youtube.com/watch?v=BptBNAVIJss .
- Tactics: purchase via an entity; never ship to your home; use a UPS/mailbox; red‑team your own discoverability 55 But it's like buying your home through an entity of some type, which doesn't need to cost a lot of money, but simply to cut down on how easy it is for casual kind of fair weather stalkers to find you. Never having anything shipped to your home address, always having a UPS store or some type of mailbox where everything is sent. Because if someone, for instance, sends anything to your house, maybe they're trying to be really nice, it's a friend of yours, and they send you 1-800-flowers. https://www.youtube.com/watch?v=BptBNAVIJss 54 Before you know it, you're doxxed. Your home address is everywhere. So I would say that thinking about privacy and honestly trying to red team yourself, that's just to say we won't get into what that actually means. But the basics are have one of your friends who's smart pretend to be a stalker and try to find you. Preferably somebody who has some technical chops or is at least tech savvy. Because just because someone's crazy does not mean they're stupid. https://www.youtube.com/watch?v=BptBNAVIJss 47 So I would say that thinking about privacy and honestly trying to red team yourself, that's just to say we won't get into what that actually means. But the basics are have one of your friends who's smart pretend to be a stalker and try to find you. Preferably somebody who has some technical chops or is at least tech savvy. Because just because someone's crazy does not mean they're stupid. https://www.youtube.com/watch?v=BptBNAVIJss .
- Controlled‑access buildings add layered security (fobs/front desk/elevator controls) 53 Then I would say I never thought that high rises condos would be of any interest to me. But there are added layers of security. So my place in Austin is way the hell off of ground floor. There are multiple, I don't want to say security points, but you need a key and a fob to get through the elevators and to get past the front desk and to do these various things. So I would also consider that as a viable option if you currently have or expect to have any type of real public exposure. https://www.youtube.com/watch?v=BptBNAVIJss .
- Digital behavior can undermine physical security (real‑time posts, family exposure) more than weak locks 52 Security is often overrated compared to digital security, frankly. Right. So, for instance, it's like if you have physical security for a portion of the day or at your home, and then you're constantly posting where you are on social media in real time, or you're putting your family on actually publicly accessible social media. It's like, I remember this friend of mine wasn't really thinking about it, right. Because he doesn't have a lot of exposure to crazy people, but has become better known in his niche sphere. And he was at the grocery store with his kids and somebody recognized his kid and was like, oh, that's so. And so. Oh, shit. https://www.youtube.com/watch?v=BptBNAVIJss .
- For non‑lethal defense, spray offers range and forgiveness; tasers demand practice—train under elevated heart rate to simulate stress 51 Yeah. This is the highest legal concentration you can get. Which I think is like 2.4 mc or something. You can just get a bear spray that you can hit them at 25ft. Yeah. And if you get to that point. https://www.youtube.com/watch?v=BptBNAVIJss 50 I've played around with tasers before. Amazing tool. But just like anything else, it takes a good amount of practice to be able to hit anything with that. Yeah. Particularly under duress. So when I'm training for say bow hunting, which I've done for 10 plus years now, the way that I'll train a lot of the time as I'm getting closer to the season is I'll do a bunch of kettlebell swings outside until my heart rate is peaking, hands are kind of shaking, and then I will grab the bow and I have the ability to shoot one arrow. That's it. That's a pass fail. And practicing under those heightened conditions I think is important if you're going to take it seriously. https://www.youtube.com/watch?v=BptBNAVIJss 49 So when I'm training for say bow hunting, which I've done for 10 plus years now, the way that I'll train a lot of the time as I'm getting closer to the season is I'll do a bunch of kettlebell swings outside until my heart rate is peaking, hands are kind of shaking, and then I will grab the bow and I have the ability to shoot one arrow. That's it. That's a pass fail. And practicing under those heightened conditions I think is important if you're going to take it seriously. https://www.youtube.com/watch?v=BptBNAVIJss 44 So I think if I had to bet, I'm sure other folks are going to have good ideas here, but I think spray is probably the way to go. Yeah, spray is the way to go. It's going to have the most margin for error, and you'll have more rounds, per se than a taser if you miss, fire or you miss the target. https://www.youtube.com/watch?v=BptBNAVIJss .
Recommendations & Resources
- Consider high‑rise/controlled‑access living if you have public exposure 53 Then I would say I never thought that high rises condos would be of any interest to me. But there are added layers of security. So my place in Austin is way the hell off of ground floor. There are multiple, I don't want to say security points, but you need a key and a fob to get through the elevators and to get past the front desk and to do these various things. So I would also consider that as a viable option if you currently have or expect to have any type of real public exposure. https://www.youtube.com/watch?v=BptBNAVIJss .
- Route all deliveries to a mailbox/UPS store; never to home 55 But it's like buying your home through an entity of some type, which doesn't need to cost a lot of money, but simply to cut down on how easy it is for casual kind of fair weather stalkers to find you. Never having anything shipped to your home address, always having a UPS store or some type of mailbox where everything is sent. Because if someone, for instance, sends anything to your house, maybe they're trying to be really nice, it's a friend of yours, and they send you 1-800-flowers. https://www.youtube.com/watch?v=BptBNAVIJss .
- Conduct a friend‑led “stalker” red‑team on your online footprint 47 So I would say that thinking about privacy and honestly trying to red team yourself, that's just to say we won't get into what that actually means. But the basics are have one of your friends who's smart pretend to be a stalker and try to find you. Preferably somebody who has some technical chops or is at least tech savvy. Because just because someone's crazy does not mean they're stupid. https://www.youtube.com/watch?v=BptBNAVIJss .
- Carry pepper/bear spray for greater range; only adopt tools you’ll train with under duress 51 Yeah. This is the highest legal concentration you can get. Which I think is like 2.4 mc or something. You can just get a bear spray that you can hit them at 25ft. Yeah. And if you get to that point. https://www.youtube.com/watch?v=BptBNAVIJss 49 So when I'm training for say bow hunting, which I've done for 10 plus years now, the way that I'll train a lot of the time as I'm getting closer to the season is I'll do a bunch of kettlebell swings outside until my heart rate is peaking, hands are kind of shaking, and then I will grab the bow and I have the ability to shoot one arrow. That's it. That's a pass fail. And practicing under those heightened conditions I think is important if you're going to take it seriously. https://www.youtube.com/watch?v=BptBNAVIJss .
Notable Quotes
“All it takes is one crazy one.” 46 All it takes is one crazy one. All it takes is one crazy One. https://www.youtube.com/watch?v=BptBNAVIJss
“Security is often overrated compared to digital security, frankly.” 45 Security is often overrated compared to digital security, frankly. Right. https://www.youtube.com/watch?v=BptBNAVIJss
Must‑Listen Clip
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The prevention‑first playbook: location choice, privacy hygiene, entity ownership, mailbox strategy, and red‑teaming your footprint.
- What you’ll learn: Low‑friction changes that materially reduce risk before you ever need a tool.
Theme 2: Geopolitics & Strategy — From Sea Control to Drone Wars
Episode: Sarah Paine – How Hitler almost starved Britain (Dwarkesh Patel)
Episode Overview
Sarah Paine (U.S. Naval War College) explains how maritime powers win by commanding seas, then prosecuting peripheral theaters; she traces the Battle of the Atlantic’s turning points—cryptanalysis, convoy doctrine, air cover, and new ASW tech—and applies those lessons to modern narrow‑seas dynamics 84 It turns out that the possibilities for maritime and continental powers are a little different. Basically, a small subset of countries can defend themselves primarily at sea. And that opens certain possibilities and others can't. And that opens and closes certain possibilities. And I'm gonna talk at this story from Britain's point of view. The country with the 360, you can't get me moat. And it an instructive case for the United States of the possibilities and the perils of having this sort of position. https://www.youtube.com/watch?v=SdMgOXfSBQw 82 The opening move of a maritime power in a really high stakes war like this is typically blockade. What you want to do is cut your enemy off from the oceans and Force it to cannibalize its own resources and those of occupied areas. And because of the geographic position of a maritime power, you can quite often do this to a continental power on narrow seas. And Britons were well aware that Germany's a trading country. Most of it trade goes by sea, and it's also on these narrow seas. So geographically and economically, it's really vulnerable to blockade. And I get it. Germany gets alternate resources, but they come in at much higher costs. They're much more difficult. And so that you're really putting a stress on the German economy and causing inflation and other things. https://www.youtube.com/watch?v=SdMgOXfSBQw 81 So what do you do if you cannot blockade ships in port? Well, then what you're gonna try to do is commerce raiding to try and sink things when they're out and about. And that was what Germany did in World War II and why its occupation of France was so important. Because once it took the French coastline, it then set up U boat pens in brass. Lorient, Saint Nazaire, La Rochelle and Bordeaux. And they're gonna be using these to fight the Battle of the Atlantic. That's the game. So maritime powers do blockade. The the response of continental power is commerce rating. And then the maritime response to that is gonna be you're gonna convoy your merchant ships. Okay. https://www.youtube.com/watch?v=SdMgOXfSBQw 83 So that was then. How about now? Okay, this is what NATO looks like. And you can look at the United States with our western and eastern coasts that are unencumbered, you wouldn't be able to blockade those. The two narrow seas are the Sea of Labrador and the Caribbean. But basically hard to imagine that the United States Navy wouldn't be able to deploy in wartime. And same thing true on the big peninsula of Europe. Yeah, I get it. https://www.youtube.com/watch?v=SdMgOXfSBQw .
Key Insights
- Maritime playbook: blockade first; expect continental commerce‑raiding; counter with convoys 82 The opening move of a maritime power in a really high stakes war like this is typically blockade. What you want to do is cut your enemy off from the oceans and Force it to cannibalize its own resources and those of occupied areas. And because of the geographic position of a maritime power, you can quite often do this to a continental power on narrow seas. And Britons were well aware that Germany's a trading country. Most of it trade goes by sea, and it's also on these narrow seas. So geographically and economically, it's really vulnerable to blockade. And I get it. Germany gets alternate resources, but they come in at much higher costs. They're much more difficult. And so that you're really putting a stress on the German economy and causing inflation and other things. https://www.youtube.com/watch?v=SdMgOXfSBQw 81 So what do you do if you cannot blockade ships in port? Well, then what you're gonna try to do is commerce raiding to try and sink things when they're out and about. And that was what Germany did in World War II and why its occupation of France was so important. Because once it took the French coastline, it then set up U boat pens in brass. Lorient, Saint Nazaire, La Rochelle and Bordeaux. And they're gonna be using these to fight the Battle of the Atlantic. That's the game. So maritime powers do blockade. The the response of continental power is commerce rating. And then the maritime response to that is gonna be you're gonna convoy your merchant ships. Okay. https://www.youtube.com/watch?v=SdMgOXfSBQw .
- Intelligence as tonnage: Enigma captures enabled evasive routing and may have saved up to 2 million tons of shipping 80 But meanwhile, the British have gotten pretty good at espionage and they've captured a lot of Enigma machines. Those are what the Germans are using to encrypt their messages. Well, the British capture some machines, some rotors, some code books in 1940 and 41. So by the summer of 1941 through February 42nd, they can actually read the codes or some of them decrypt them so that within 36 hours they can get the information out. And this allows convoys to go, oh, wolfpack there. We're going to do evasive routing of the convoys somewhere else. And that may have saved up to 2 million tons of allied shipping. But meanwhile, for the Germans, General Rommel is in North Africa and he's having troubles because he's supplied across the Mediterranean and the British and friends are sinking too many of his supplies. https://www.youtube.com/watch?v=SdMgOXfSBQw .
- Tech/doctrine/production together closed the air‑cover gap (radar, hedgehogs, escort carriers, destroyer escorts), culminating in 41 U‑boats lost in May ’43 79 But eventually the air cover gap is closed. This makes a tremendous difference. There are new technologies that are introduced that ruin Admiral Dunitz. Here was what happens. The United States had radar, Germans never did. American radar improves. So you can see through the fog. The United States adds hedgehogs. What are they? https://www.youtube.com/watch?v=SdMgOXfSBQw 75 The United States had radar, Germans never did. American radar improves. So you can see through the fog. The United States adds hedgehogs. What are they? Not the cute little critters, it's rather, if you have a ship and you have hedgehogs, they deliver an elliptical spray of depth charges. So anybody who's anywhere underneath you is in a world of hurt. In addition, the United States introduces two new classes of ships. One, auxiliary aircraft carriers. https://www.youtube.com/watch?v=SdMgOXfSBQw 78 So that In May of 43 the Germans lose 41 U boats. That's unsustainable. That's a massive percentage of what they have. And in one of those encounters, I think it's about 25U boats going after a convoy of 37 ships, sink nothing, lose 3U boats plus another one damaged. And on one of these U boats is Admiral Dunitz's 19 year old son Peter, who dies in all of this. So Dunitz as a result redeploys the U boats out of the North Atlantic because it's unsustainable for Germany south of the Azores. https://www.youtube.com/watch?v=SdMgOXfSBQw .
- Peripheral operations, sequenced well, relieve the main front and overextend the adversary 77 But here's what, according to Corbett, are the prerequisites for a theater. That makes a really good one for a peripheral operation. One, it has to be overseas so the enemy can't invade you or wreck your productive base. Secondly, you need local sea control to get in there. But that local sea access has gotta be better than the land access. Cause you wanna have it easier for Britain to get in and out than it is for the enemy because then attrition rates will favor Britain. Britain also should deploy a disposal force. What's that? https://www.youtube.com/watch?v=SdMgOXfSBQw 76 So here are the operational effects of these peripheral operations. You start with one where you can. If you win there, it'll open up a menu of more promising locations. All the while, you're retrieving your enemy's forces. And also, if you're doing it right, you're relieving pressure on the main front for Russia, which is doing the heavy lifting. The strategic effects, if you can do this successfully, is you're going to control resources for yourself, deny them from people you don't like, and this will help put time on your side. You're strengthening your alliance system because you're essential to each other's survival as you coordinate things and you're dividing your enemy's attentions among multiple theaters, overextending them. So you start by trying to contain the problem, and as things go on, you try to roll it back. And then you go for regime change. https://www.youtube.com/watch?v=SdMgOXfSBQw .
- Outcomes were a “package of many things”—remove any pillar (crypto, tech, alliances) and the battle looks different 74 So let's talk about why the Battle of the Atlantic turns out the way it is. If I take away cryptography, would it have turned out the same way? Negative. If I take away not just sheer amount of technology, but certain key pieces like radar and those things, what happens? Does it change? Yes, it does. What happens if the United States just doesn't like alliances that you don't coordinate things particularly well? Does it change things? Yes, it does. You can go through a list of this, of different people, are designing different types of ships, and also determining that you're gonna share things with a Briton. A Briton's providing a lot of free stuff. So if you play room of any one of these things, that Battle Atlantic turns out differently. So the story is it's probably a package of many things. https://www.youtube.com/watch?v=SdMgOXfSBQw .
Recommendations & Resources
- Read more deeply, weigh evidence across sources (don’t rely on monocausal stories) 71 I'm going to give you concepts, some data to think about because you're going to have to form your own opinions and your own conclusions, but try to make it evidence based and think about things. I recommend reading things more deeply. Don't take what any one person has to say. Come to your own terms. https://www.youtube.com/watch?v=SdMgOXfSBQw .
- Study Mahan’s prerequisites for maritime power (moat, internal transport, reliable sea egress, coastal population, stable pro‑navy government) 72 Here are his prerequisites for playing the maritime game. One, you need a moat. You've got to have insulation from attack if you want to play this game. You need a dense internal transportation grid to get the goods out in peacetime, reliable egress by sea to get the navy out in wartime, a dense coastal population that's going to be running all the trade commerce driven economy. And then you need a government that's stable, that is going to support funding a navy and supporting Commerce. Okay, let's line up Russia and China with these prerequisites. https://www.youtube.com/watch?v=SdMgOXfSBQw .
Notable Quotes
But his idea is there's only one thing worse than fighting with allies, and that's fighting without them, because they'll be toast. You need these complementary capabilities, different locations, and coordinating it, to gang up on your continental problem.
“The United States adds hedgehogs… [they] deliver an elliptical spray of depth charges.” 75 The United States had radar, Germans never did. American radar improves. So you can see through the fog. The United States adds hedgehogs. What are they? Not the cute little critters, it's rather, if you have a ship and you have hedgehogs, they deliver an elliptical spray of depth charges. So anybody who's anywhere underneath you is in a world of hurt. In addition, the United States introduces two new classes of ships. One, auxiliary aircraft carriers. https://www.youtube.com/watch?v=SdMgOXfSBQw
Must‑Listen Clip
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The Atlantic turning point: cryptanalysis enables evasive routing, while radar/hedgehogs/escort carriers flip the U‑boat war (including the devastating May ’43 losses).
- Why it’s valuable: A compact case study of how intelligence, technology, doctrine, and production interact to decide campaigns 80 But meanwhile, the British have gotten pretty good at espionage and they've captured a lot of Enigma machines. Those are what the Germans are using to encrypt their messages. Well, the British capture some machines, some rotors, some code books in 1940 and 41. So by the summer of 1941 through February 42nd, they can actually read the codes or some of them decrypt them so that within 36 hours they can get the information out. And this allows convoys to go, oh, wolfpack there. We're going to do evasive routing of the convoys somewhere else. And that may have saved up to 2 million tons of allied shipping. But meanwhile, for the Germans, General Rommel is in North Africa and he's having troubles because he's supplied across the Mediterranean and the British and friends are sinking too many of his supplies. https://www.youtube.com/watch?v=SdMgOXfSBQw 79 But eventually the air cover gap is closed. This makes a tremendous difference. There are new technologies that are introduced that ruin Admiral Dunitz. Here was what happens. The United States had radar, Germans never did. American radar improves. So you can see through the fog. The United States adds hedgehogs. What are they? https://www.youtube.com/watch?v=SdMgOXfSBQw 78 So that In May of 43 the Germans lose 41 U boats. That's unsustainable. That's a massive percentage of what they have. And in one of those encounters, I think it's about 25U boats going after a convoy of 37 ships, sink nothing, lose 3U boats plus another one damaged. And on one of these U boats is Admiral Dunitz's 19 year old son Peter, who dies in all of this. So Dunitz as a result redeploys the U boats out of the North Atlantic because it's unsustainable for Germany south of the Azores. https://www.youtube.com/watch?v=SdMgOXfSBQw .
Episode: Goodfellows — Drones, Dictators & Debt: India Flirts, Ukraine Fights, Trump Takes on The Fed (Hoover Institution)
Episode Overview
Bill Whalen moderates Neil Ferguson, John Cochrane, and H.R. McMaster on India’s hedging between powers, Ukraine’s shift to drone‑centric warfare, sanctions leakage and Chinese support to Russia, U.S. industrial policy (Intel stake), and renewed questions about Fed independence and executive power 43 And welcome back to Goodfellows, a Hoover Institution broadcast examining social, economic, political, and geopolitical concerns. I'm Bill Whelan. I'm a Hoover Distinguished Policy Fellow, and I'll be your moderator today. https://www.youtube.com/watch?v=A7-qmkUdfG0 42 I read your latest piece in your substack history. We don't know where you talk about India's Prime Minister, Mr. Modi, who you know, who you met, who you've talked to before. You note that four days after Mr. Modi received sanctions from the Trump administration for buying oil from Russia, Mr. Modi takes it upon himself to go to China to meet with Putin and Xi jinping and about 16, 17 other countries. Here's my question, HR when we see what Modi is doing this strikes me as maybe kind of high school in this regard. Is this kind of the classic high school move where you hang out with somebody else to make your boyfriend jealous, or is this the beginning of a General Bromance between Mr. Modi, Mr. Putin and Mr. Xi Jinping? Well, I actually, if you look at the long history of US India relations, it's kind of, it's not aberrational, you know, it's consistent, I think, with, with what, what I describe in that, in that piece as, as India's schizophrenia between fear of abandonment and fear of entrapment. Right? The legacy of the Non Aligned Movement and so forth, and the long relationship that India's had with Russia and that relationship's deeply rooted within the Indian military. It was almost wholly reliant on Russian weapons, for example, and of course, the access to cheap energy. And so India, I think, feels aggrieved at this point and, and feels both abandoned and, and, and has this fear of entrapment at the same time. https://www.youtube.com/watch?v=A7-qmkUdfG0 34 It's more and more a drone war, in which both sides are deploying ever larger numbers of drones covering ever wider ranges. So there's now an extraordinarily dangerous no man's land in which really normal human movement is lethal. And this is a war the Ukrainians can actually hold out in because it makes them much less reliant on manpower and much more reliant on technology. And so I slightly improved my odds of Ukraine holding out for longer because of this shift in the way that the war is being fought, which in a way plays to Ukraine's strengths in terms of technology rather than manpower. https://www.youtube.com/watch?v=A7-qmkUdfG0 38 The United States of America is now a 10% equity stakeholder in Intel. So let's go around the horn of this. John, is this a good return on investment for the US of A? Hr, does this make sense in terms of national security? And Neil, our friend Kevin Hassett, he's the head of the White House National Economic Council, he said on a quote, there will be more transactions if not in this industry than other industries. So Neil, what does history suggest about the government getting in bed with the private sector? So John, you start it. https://www.youtube.com/watch?v=A7-qmkUdfG0 37 Fed drift and the Fed's forays into politics, fiscal policy, transferring money from A to B, telling the banks who to lend to, assessing fines and so forth. Let me try to keep this short because I could just give a lecture here. This is very much on my mind, but it's very much on the country's mind. All of a sudden, these issues that have just laid dormant for 20 years, what's the institutional structure of the Fed, are suddenly on, on display. And not just, you know, Trump wants lower interest rates and he wants to fire Fed board members in order to get his way, and we'll see if he has the legal authority to do that. But Congress has woken up and said, hey, what's going on here? We want accountability to Congress. So this fundamental question of, you know, should the President be able to fire Fed members? Should the President be able to tell the Fed what to do? https://www.youtube.com/watch?v=A7-qmkUdfG0 .
Key Insights
- India’s “fear of abandonment” vs. “fear of entrapment” explains hedging with Russia/China; long‑term interests still point toward market democracies 41 Well, I actually, if you look at the long history of US India relations, it's kind of, it's not aberrational, you know, it's consistent, I think, with, with what, what I describe in that, in that piece as, as India's schizophrenia between fear of abandonment and fear of entrapment. Right? The legacy of the Non Aligned Movement and so forth, and the long relationship that India's had with Russia and that relationship's deeply rooted within the Indian military. It was almost wholly reliant on Russian weapons, for example, and of course, the access to cheap energy. And so India, I think, feels aggrieved at this point and, and feels both abandoned and, and, and has this fear of entrapment at the same time. https://www.youtube.com/watch?v=A7-qmkUdfG0 35 Well, I actually, if you look at the long history of US India relations, it's kind of, it's not aberrational, you know, it's consistent, I think, with, with what, what I describe in that, in that piece as, as India's schizophrenia between fear of abandonment and fear of entrapment. Right? The legacy of the Non Aligned Movement and so forth, and the long relationship that India's had with Russia and that relationship's deeply rooted within the Indian military. It was almost wholly reliant on Russian weapons, for example, and of course, the access to cheap energy. And so India, I think, feels aggrieved at this point and, and feels both abandoned and, and, and has this fear of entrapment at the same time. And that's driving them kind of away from us and back into the orbit of Russia, who, who India believes it needs to hedge against a hostile China and a hostile Pakistan and the China Pakistan relationship, which is now almost, you know, a servile relationship that, that, that Pakistan has with, with China, both nuclear armed, by the way. And so also India thinks it can buy some time with this rapprochement with Beijing. So as I mentioned in the essay, though, I think gravity was in our favor in terms of India recognizing that its long term interest lies with free market economies and representative governments like their own, and does not lie with this axis of aggressors which was on display in terms of displays of power, right, with the parade, the, the People's Liberation army parade commemorating the 80th anniversary of what they portray as China's defeat of Japan in World War II. https://www.youtube.com/watch?v=A7-qmkUdfG0 .
- The battlefield has “shape‑shifted” into a drone war; extended‑range FPV and swarms expand no‑man’s land and can favor Ukraine’s tech strengths over manpower 40 I had a conversation with an old friend of mine who's a war correspondent, is just back from the front line, and this will interest HR Especially, he said, you know, the war is changing all the time. It keeps shape shifting. It's no longer an artillery war, which it previously was, not an armor war, it's not even an infantry war. It's more and more a drone war, in which both sides are deploying ever larger numbers of drones covering ever wider ranges. So there's now an extraordinarily dangerous no man's land in which really normal human movement is lethal. And this is a war the Ukrainians can actually hold out in because it makes them much less reliant on manpower and much more reliant on technology. And so I slightly improved my odds of Ukraine holding out for longer because of this shift in the way that the war is being fought, which in a way plays to Ukraine's strengths in terms of technology rather than manpower. https://www.youtube.com/watch?v=A7-qmkUdfG0 39 Actually what you mentioned is now the new materiel schlocks is FPV drones, first person view drones and especially now these wired guided ones which are impervious to electromagnetic warfare countermeasures. And, and now as you mentioned could be thrown for 30km. It used to be those FPV drones, you know, with this Filament coming out of the back could only go maybe 6, 7 km. Now they go 30 km now. Now you know what happens if you got a, if you got a very thinly manned front line, you still have to supply it, you still have to do casualty evacuation. And now whatever you're doing for logistics, you have to do over. What is this extended, really? No man's land, to use the, the Western front analogy again because of the range of those drones. So this is the latest evolution. https://www.youtube.com/watch?v=A7-qmkUdfG0 34 It's more and more a drone war, in which both sides are deploying ever larger numbers of drones covering ever wider ranges. So there's now an extraordinarily dangerous no man's land in which really normal human movement is lethal. And this is a war the Ukrainians can actually hold out in because it makes them much less reliant on manpower and much more reliant on technology. And so I slightly improved my odds of Ukraine holding out for longer because of this shift in the way that the war is being fought, which in a way plays to Ukraine's strengths in terms of technology rather than manpower. https://www.youtube.com/watch?v=A7-qmkUdfG0 .
- Sanctions bite less than expected; Europe’s third‑country exports and Chinese support bolster Russia’s war economy 33 I think the Russian economy is one of the more difficult things to understand in the world today because we were told, I think very misleadingly at the beginning of the war that it would be easy for the west to impose very painful sanctions on Russia. And that has not happened. And there are a number of reasons why it hasn't happened. One is obvious. The Biden administration did not want to do anything that might push inflation up, which a real disruption of Russian oil exports would have done. Less well known, the Europeans continue to export to Russia via third countries like Kazakhstan, Kyrgyzstan, etc. But I think understanding why Russia's economy has apparently been so resilient is one of the interesting challenges for economists and economic historians today. One recent piece of research that I have been looking at makes it clear that China's support for Russia's war economy is absolutely crucial to the fact that the strains and stresses have not been as great as anticipated. And I suspect we all continue to underestimate just how crucial a factor that is in the continuation of this war. https://www.youtube.com/watch?v=A7-qmkUdfG0 32 Less well known, the Europeans continue to export to Russia via third countries like Kazakhstan, Kyrgyzstan, etc. But I think understanding why Russia's economy has apparently been so resilient is one of the interesting challenges for economists and economic historians today. https://www.youtube.com/watch?v=A7-qmkUdfG0 .
- Government equity stakes (e.g., 10% in Intel) invite historical skepticism: public capital seldom fixes what private capital could not 38 The United States of America is now a 10% equity stakeholder in Intel. So let's go around the horn of this. John, is this a good return on investment for the US of A? Hr, does this make sense in terms of national security? And Neil, our friend Kevin Hassett, he's the head of the White House National Economic Council, he said on a quote, there will be more transactions if not in this industry than other industries. So Neil, what does history suggest about the government getting in bed with the private sector? So John, you start it. https://www.youtube.com/watch?v=A7-qmkUdfG0 24 The US Already has investment in Intel. It's called the corporate tax, the income tax. If companies succeed, the government makes money. Thank you very much. So the government does not need to have equity stakes in corporations. I'm going to take, I'm going to poach a little bit on Neil. The history of company, of governments owning equity in companies leads to telling the companies what to do. And sooner or later you're not allowed to fire people, you're not allowed to close plants, you're not allowed to do all the uncomfortable things that efficient capitalist countries do. https://www.youtube.com/watch?v=A7-qmkUdfG0 23 Well, far be it from me to take issue with the great Kevin Hassett. But, but, but John, I, I think that the reality is that if intel couldn't succeed with private capital, with the kind of investors that understand technology better than anyone in the world, it seems to me a little unlikely that it will do better with an equity injection from the federal government. And Intel's plight is one of the saddest stories in the history of, of Silicon Valley. I'll be absolutely amazed. And I'll buy Kevin Hassett dinner in the restaurant of his Choice in Washington D.C. if the federal government can succeed where everybody else has failed with intel in the last, what, 10 plus 20. Years, I will join you for that dinner. https://www.youtube.com/watch?v=A7-qmkUdfG0 .
- Fed “independence” is conditional; broader executive expansion (tariffs, agency scope) heightens separation‑of‑powers concerns 36 I keep coming back to Arthur Schlesinger's idea of the imperial presidency. It seems to me that the real theme of the second Trump term is a very systematic expansion of the executive branch's powers. And I actually think the claim that the president gets to set tariffs is a much more profound challenge to the constitutional order, because the Constitution very explicitly says that that's the power of Congress, not the power of the president. So I'm inclined to broaden this out and see the leaning on the Fed, which is not unprecedented, as part of a kind of broader attempt to make the presidency a more powerful office. And that is making some people, including some that I take seriously, like my old friend Andrew Sullivan, very worried indeed. Bill, I know you've been thinking about this issue, too. So I think this is about much more than just monetary policy and who gets to succeed Jay Powell. It's about how powerful a president is President Trump going to be by the time he comes to the end of this second term. https://www.youtube.com/watch?v=A7-qmkUdfG0 31 So independence is not an absolute. We do not elect technocrats to run things forever, because what happens, well, they run things off in their own direction. And there is a problem. The Fed has, as predictably of all semi independent agencies, steadily increased what it does, taken on more and more powers, started telling more and more people what to do, wandered into political causes that has no business doing. And so there's a question, hey, what's going on here? Independence is a limited thing that we give an agency in order to kind of tie our hands so that we don't do stupid things. But in return for. You only get to be a little bit independent if you stick to your knitting and do some limited range of operations. https://www.youtube.com/watch?v=A7-qmkUdfG0 37 Fed drift and the Fed's forays into politics, fiscal policy, transferring money from A to B, telling the banks who to lend to, assessing fines and so forth. Let me try to keep this short because I could just give a lecture here. This is very much on my mind, but it's very much on the country's mind. All of a sudden, these issues that have just laid dormant for 20 years, what's the institutional structure of the Fed, are suddenly on, on display. And not just, you know, Trump wants lower interest rates and he wants to fire Fed board members in order to get his way, and we'll see if he has the legal authority to do that. But Congress has woken up and said, hey, what's going on here? We want accountability to Congress. So this fundamental question of, you know, should the President be able to fire Fed members? Should the President be able to tell the Fed what to do? https://www.youtube.com/watch?v=A7-qmkUdfG0 .
Recommendations & Resources
- Accelerate rapid acquisition for drones/counter‑drones (edge compute, mesh comms; one operator controlling 30–40 drones) 30 They exist now. How about drone versus drone? How about drones that have computing power at the edge and mesh communications that allow them to operate without the wire guided part of it. But the mesh communications is self healing. And then because they have computing power, they can learn. They can learn and take on missions where you go from one to many. One person right now on the front is controlling one drone. What happens when one person can control 30, 40 drones? https://www.youtube.com/watch?v=A7-qmkUdfG0 22 Now there will be countermeasures to these FPV drones. They exist now. How about drone versus drone? https://www.youtube.com/watch?v=A7-qmkUdfG0 .
- Deep dives: Lupfer’s The Dynamics of Doctrine; Conrad Crane’s Bombs, Cities and Civilians; Mark Kloadfelder’s Beneficial Bombing; Frank Decoder’s forthcoming book on CCP wartime strategy 29 There's a great monograph by a guy named Lupfer on this that anybody can find called the Dynamics of Doctrine. And it's fantastic about how the German army shifted. https://www.youtube.com/watch?v=A7-qmkUdfG0 28 But hey, on bombing and civilian morale, two great books on this Right. One is by Conrad Crane called Bombs, Cities and Civilians and the other is by Mark Klodfelder called beneficial bombing. Right. So, you know, I think those are two great critiques of that. You know, that idea that you can win, you can break will with bombing. https://www.youtube.com/watch?v=A7-qmkUdfG0 27 By the way, Frank Decoder's new book that'll be out soon. I've seen it, manuscript. It's fantastic. And it's about. It's about the Civil War period and really lays bare the degree to which the Chinese Communist Party was avoiding fighting the Japanese to husband their power so they could take over after the Nationalists are weakened, you know, by fighting the Japanese. Yeah, there's a lot of that at the end of Kotkin's last book, which I will come back to in our alternative histories. https://www.youtube.com/watch?v=A7-qmkUdfG0 .
Notable Quotes
“It’s more and more a drone war.” 26 It's more and more a drone war, in which both sides are deploying ever larger numbers of drones covering ever wider ranges. https://www.youtube.com/watch?v=A7-qmkUdfG0
“It’s not about territory. Putin wants to make sure that Ukraine is not viable as an independent state.” 25 Putin wants to make sure that Ukraine is not viable as an independent state. https://www.youtube.com/watch?v=A7-qmkUdfG0
Must‑Listen Clip
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Ferguson on how the war “shape‑shifted” into drones and why that improves Ukraine’s odds of holding out.
- What you’ll learn: Operational implications of FPV/swarms and the procurement/industrial policies they demand 34 It's more and more a drone war, in which both sides are deploying ever larger numbers of drones covering ever wider ranges. So there's now an extraordinarily dangerous no man's land in which really normal human movement is lethal. And this is a war the Ukrainians can actually hold out in because it makes them much less reliant on manpower and much more reliant on technology. And so I slightly improved my odds of Ukraine holding out for longer because of this shift in the way that the war is being fought, which in a way plays to Ukraine's strengths in terms of technology rather than manpower. https://www.youtube.com/watch?v=A7-qmkUdfG0 .
Theme 3: Speech, Governance & Economics — Free Expression, Fiscal Reality, Biosecurity
Episode: Destruction of Freedom of Speech and Death by Suicidal Empathy (Gad Saad)
Episode Overview
Gad Saad argues that freedom of speech must be treated as a deontological (absolute) value and warns that “suicidal empathy” misapplied to the wrong targets yields harmful policies; he cites UK arrests for offensive speech as evidence of eroding norms 67 Look, the best way to understand the schism that we're seeing these days regarding freedom of speech is something that comes from ethics. There's something called deontological ethics versus consequentialist ethics. Deontological ethics are absolute truths. So for example, if I say it is never okay to lie, that would be a deontological statement. If I say it's okay to lie, that would to spare someone's feelings, that would be a consequentialist statement. For most things it's perfectly reasonable to be a consequentialist. But when it comes to foundational values that have made the west great, those things have to be deontological. Freedom of speech is deontological, meaning you can't say, yes, I believe in freedom of speech, but not if it hurts someone's feelings. https://www.youtube.com/watch?v=N53XbYR7jfg 65 But when it comes to foundational values that have made the west great, those things have to be deontological. Freedom of speech is deontological, meaning you can't say, yes, I believe in freedom of speech, but not if it hurts someone's feelings. Yes, I believe in freedom of speech, but not for Donald Trump, cuz he's too nasty. Yes, I believe in freedom of speech, but not if it criticizes certain religion. You either believe in freedom of speech, you, speech or you don't. https://www.youtube.com/watch?v=N53XbYR7jfg 68 Coming from the uk Irish comedian Graham Lyneham, arrested upon arrival at Heathrow Airport for a tweet mocking trans people. They sent five armed cops to pick him up at the airport as he landed. For a tweet mocking trans people. It's so bad. Even the far left Atlantic magazine now calling it out, the arrest that demonstrates Europe's free speech problem, adding open debate is often obnoxious, upsetting or rude. None of these adjectives should make it a police matter, but in the UK it now is. They're arresting people left and right for things that they post on the Internet or things that they say. https://www.youtube.com/watch?v=N53XbYR7jfg .
Key Insights
- Free speech as a principle: not contingent on feelings or content; either upheld for all or not at all 65 But when it comes to foundational values that have made the west great, those things have to be deontological. Freedom of speech is deontological, meaning you can't say, yes, I believe in freedom of speech, but not if it hurts someone's feelings. Yes, I believe in freedom of speech, but not for Donald Trump, cuz he's too nasty. Yes, I believe in freedom of speech, but not if it criticizes certain religion. You either believe in freedom of speech, you, speech or you don't. https://www.youtube.com/watch?v=N53XbYR7jfg .
- “Suicidal empathy” misdirects compassion (e.g., 137th chances for felons, blanket assimilation assumptions) with damaging downstream effects 64 But like Aristotle explained to us several thousand years ago, all good things at the right amount, at the right place, to the right targets. So arguing that Ms. 13 gang members deserve more empathy than American vets is suicidal empathy. Arguing that all immigrants are just as likely to assimilate within the American experience is suicidal empathy. Giving felons a 137th second chance chance is suicidal empathy. So in the book, I demonstrate that all of the domestic and foreign problems that we're seeing stem from this misguided, misdirected empathy. https://www.youtube.com/watch?v=N53XbYR7jfg 60 But like Aristotle explained to us several thousand years ago, all good things at the right amount, at the right place, to the right targets. So arguing that Ms. 13 gang members deserve more empathy than American vets is suicidal empathy. Arguing that all immigrants are just as likely to assimilate within the American experience is suicidal empathy. https://www.youtube.com/watch?v=N53XbYR7jfg .
- Criminalizing rude/offensive speech (UK examples) signals a broader free‑speech problem 68 Coming from the uk Irish comedian Graham Lyneham, arrested upon arrival at Heathrow Airport for a tweet mocking trans people. They sent five armed cops to pick him up at the airport as he landed. For a tweet mocking trans people. It's so bad. Even the far left Atlantic magazine now calling it out, the arrest that demonstrates Europe's free speech problem, adding open debate is often obnoxious, upsetting or rude. None of these adjectives should make it a police matter, but in the UK it now is. They're arresting people left and right for things that they post on the Internet or things that they say. https://www.youtube.com/watch?v=N53XbYR7jfg 63 Even the far left Atlantic magazine now calling it out, the arrest that demonstrates Europe's free speech problem, adding open debate is often obnoxious, upsetting or rude. None of these adjectives should make it a police matter, but in the UK it now is. They're arresting people left and right for things that they post on the Internet or things that they say. https://www.youtube.com/watch?v=N53XbYR7jfg .
- The cost of liberty includes protecting abhorrent speech (e.g., Holocaust denial) 66 I'm Jewish. I come from a very rough childhood in the Middle east. And yet I support the right of Holocaust deniers denying the most grotesque historical reality. That's the price that I have to pay to live in a free society. https://www.youtube.com/watch?v=N53XbYR7jfg .
Recommendations & Resources
- Book: Suicidal Empathy (forthcoming) — promises deeper case studies and argumentation 69 Dr. Gad Saad is a visiting scholar at Ole Miss Declaration of Independence center and the author of the forthcoming book Suicidal Empathy, which is a great title for a book. https://www.youtube.com/watch?v=N53XbYR7jfg .
Notable Quotes
“Freedom of speech is deontological, meaning you can’t say, yes, I believe in freedom of speech, but not if it hurts someone’s feelings.” 62 Freedom of speech is deontological, meaning you can't say, yes, I believe in freedom of speech, but not if it hurts someone's feelings. https://www.youtube.com/watch?v=N53XbYR7jfg
“Arguing that Ms. 13 gang members deserve more empathy than American vets is suicidal empathy.” 61 So arguing that Ms. 13 gang members deserve more empathy than American vets is suicidal empathy. https://www.youtube.com/watch?v=N53XbYR7jfg
Must‑Listen Clip
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Saad’s ethical framing of free speech (deontological vs. consequentialist) and why content‑based carve‑outs are corrosive.
- What you’ll learn: How ethical frameworks shape policy stances on speech and their real‑world implications.
Episode: Senator Rand Paul — Tariffs, Debt, China, and a Warning for America (All‑In Podcast)
Episode Overview
Sen. Rand Paul (physician by training) covers deficits, tariffs as taxes, Social Security reform, trade’s mutual benefits, executive emergency powers, alleged COVID‑origin cover‑ups and risky gain‑of‑function work, Fed interest payments to banks, and systemic fragility 21 I practiced private practice for about 20 years, was a physician for 20, 25 years. And you're like, it's a lot of work. https://www.youtube.com/watch?v=Xe0F969v8-8 20 So you have 7 billion in spending for our federal government, 5 billion in revenue. So we're $2 billion short. Two trillion. Two trillion. It used to differentiate conservatives and Republicans and Democrats. We, as Republicans would say, yeah, deficits are bad. Let's close it by lowering spending. https://www.youtube.com/watch?v=Xe0F969v8-8 19 Trade is not an incidental issue. Trade is sort of a fundamental aspect of capitalism, and Adam Smith wrote about it. In fact, one of Adam Smith's sort of great nuggets that he gave to the world was the idea that the division of labor makes us richer. So if you don't have to sit around making your shoes or your clothes or your tie and you can do something out, you have time to think and your innovation is going to create more great things. But he also said that the division of labor and the prosperity that it creates is only limited by how far it extends. And I think what he meant by that is by trade. So, so we, you know, I'm richer in my town. https://www.youtube.com/watch?v=Xe0F969v8-8 17 There's never been a more extraordinary coverup in the sense that these people were saying in public the opposite of what they were saying in private. So Freedom of Information became the tool that uncovered a lot of this, and thousands of people helped to get this done. But in private, Anthony Fauci saying, I'm 50, 50, whether this came from the lab or animals, in publicly saying you're a conspiracy theorist and you should be treated as crazy and that we should expunge you or we should expose you, we should bring you down. Him and Francis Collins are talking back and forth about bringing down Jay Bhattacharya and all of the others that were exposing this stuff. This is extraordinary. We have the proof. https://www.youtube.com/watch?v=Xe0F969v8-8 12 Then they play the games with paying interest to keep it in the Fed, which I've got a bill to eliminate that right now. And that bill's co sponsored by Bernie Sanders. We paid 188 billion the Fed did in interest to banks, not to loan money. Most of it went to five banks in New York, the big five, but 40% of them went to foreign banks. So the Fed's buying our interest with fake money. The taxpayer still has to pay the interest back to the Fed. https://www.youtube.com/watch?v=Xe0F969v8-8 .
Key Insights
- Tariffs are taxes and a relatively small revenue stream (≈$100–150B annually) versus multi‑trillion borrowing; emergency‑power use to set them raises separation‑of‑powers concerns 15 One, it's really a pittance. I think it's about 100 billion, 150 billion more than last year is what's going to come in this year. And that over 10 years might be $1.52 trillion, but we're going to borrow like $15 trillion over the next 10 years. https://www.youtube.com/watch?v=Xe0F969v8-8 14 And that over 10 years might be $1.52 trillion, but we're going to borrow like $15 trillion over the next 10 years. But when you look at it and you say from a global point of view, is it good to raise taxes? https://www.youtube.com/watch?v=Xe0F969v8-8 1 So everybody needs to forget what they think they're saying and understand the tariffs are in addition. But there's also an argument on the separation of powers. One of the things are our founders really struggled with was they worried about tyranny of one person and tyranny of the majority. And so the way our government is structured is to try to, as Madison said, pit ambition against ambition. But I think they never imagined that we'd have a Congress without any ambition. We just basically said, oh, President Trump, go ahead, just do what you want. And there's a problem with that. He's declared an emergency to raise taxes. I said, oh, we don't pay the taxes. Bullshit, we pay the taxes. But you know, there are people analyzed as a little bit done by the foreigners, a little bit done by the importer, a little bit. Yes, but it is a tax, it's a fee, and we collect it here in our country. It is a tax. The Constitution says taxes originate in the House. https://www.youtube.com/watch?v=Xe0F969v8-8 18 The president's declared an emergency on tariffs. If we wanted to stop him, we could vote by simple majority. He would then veto it and then it would take 2/3. So right now, the way the law is set up is presidential emergencies can only be stopped by 2/3 of Congress. https://www.youtube.com/watch?v=Xe0F969v8-8 .
- Social Security: favors gradual retirement‑age increases (e.g., +3 months/year to ~70) plus means‑testing rather than large upfront tax hikes 13 You know, for 12 years I've been saying just raise the age three months a year for the next 20 years and you'll be at 70. And you may eventually have to go higher, depending on longevity. https://www.youtube.com/watch?v=Xe0F969v8-8 6 You got to means test it. And the only difference we have with the Democrats on the means testing well, on all of it. If they would agree to any reform they just want to tax rich people in the beginning. So there's a limit. Your Social Security taxes go up to about 160,000 and they're indexed to kind of keep creeping up a little bit, which I can live with that. But if there's a choice whether rich people get less Social Security in the end or we tax them up to $10 million, I'd rather do it in the end because somebody making $10 million is investing and creating a lot of jobs. And I'd rather not stop that. But I don't care if rich people have, including me, and I'm not that rich, but I'm upper middle class and I would get less Social Security also. https://www.youtube.com/watch?v=Xe0F969v8-8 .
- Trade is generally mutually beneficial; “we got richer and so did they,” challenging “we were ripped off” narratives 3 But a million people went in and made a voluntary trade where when they left their 600 bucks, they wanted less than the TV and Walmart wanted their $600. Every voluntary trade ever made in humanity, every second of the day is all mutually beneficial or it doesn't occur. It's not even an equal trade. It's mutually beneficial. We both think we got it. https://www.youtube.com/watch?v=Xe0F969v8-8 16 And I think that is the truth of the matter. Since 1975 on, we've had a trade deficit every year and we got richer and so did they. Are there problems and dislocations in industry? https://www.youtube.com/watch?v=Xe0F969v8-8 .
- COVID origins & biosecurity: alleges a public/private messaging split by officials, calls for independent, conflict‑free review of gain‑of‑function (including classified programs) 17 There's never been a more extraordinary coverup in the sense that these people were saying in public the opposite of what they were saying in private. So Freedom of Information became the tool that uncovered a lot of this, and thousands of people helped to get this done. But in private, Anthony Fauci saying, I'm 50, 50, whether this came from the lab or animals, in publicly saying you're a conspiracy theorist and you should be treated as crazy and that we should expunge you or we should expose you, we should bring you down. Him and Francis Collins are talking back and forth about bringing down Jay Bhattacharya and all of the others that were exposing this stuff. This is extraordinary. We have the proof. https://www.youtube.com/watch?v=Xe0F969v8-8 4 I think a compromise and a moderation of this. I don't want to ban it. I want to set up a presidential commission of scientists who are not currently employed by nih don't have grants that I can give them bigger grants if they agree with me. And I want them to evaluate this. But not only do they need to evaluate the civilian side of this, they need to evaluate the classified side. https://www.youtube.com/watch?v=Xe0F969v8-8 .
- Fed mechanics: notes large interest paid to banks (and some foreign banks) and warns the financial system operates on confidence (fractional reserve), amplifying crisis risk 12 Then they play the games with paying interest to keep it in the Fed, which I've got a bill to eliminate that right now. And that bill's co sponsored by Bernie Sanders. We paid 188 billion the Fed did in interest to banks, not to loan money. Most of it went to five banks in New York, the big five, but 40% of them went to foreign banks. So the Fed's buying our interest with fake money. The taxpayer still has to pay the interest back to the Fed. https://www.youtube.com/watch?v=Xe0F969v8-8 11 And some of it can be fixed and some of it, we live on a house of cards because. And most people don't know this, and I don't want to scare your audience. Will this scare your audience If I tell too much? It's great. It's going to get clicks and views. Yeah. Okay, this is very scary. So you have $1,000 in your checking account and you go to the bank and you want all of it. https://www.youtube.com/watch?v=Xe0F969v8-8 .
Recommendations & Resources
- Book: Steven Pinker’s Enlightenment Now; data tools: HumanProgress.org; Cato’s Steve Lincecombe’s work on long‑run income trends 9 His book Enlightenment now is an amazing book. But anyway, this chart is for all of human history. https://www.youtube.com/watch?v=Xe0F969v8-8 8 So if you look at household income and there's a good website that does this, humanprogress.org we'll look at this. Steve Lincecome at Cato is great on this. Look at household income for the last 70 or 80 years and you look at what percentage is middle class, what are lower class and what is upper class? https://www.youtube.com/watch?v=Xe0F969v8-8 7 Steve Lincecome at Cato is great on this. Look at household income for the last 70 or 80 years and you look at what percentage is middle class, what are lower class and what is upper class? https://www.youtube.com/watch?v=Xe0F969v8-8 .
- Policy: reform emergency‑powers (sunset unless affirmed); create an independent commission to review gain‑of‑function research (civilian and classified) 5 So, for example, when Biden was in power, there were two dozen Republicans and I was one of them who had a reform of the emergency power. That said, when a president declares an emergency, it expires in 30 days unless affirmed. Right now it's the opposite. https://www.youtube.com/watch?v=Xe0F969v8-8 4 I think a compromise and a moderation of this. I don't want to ban it. I want to set up a presidential commission of scientists who are not currently employed by nih don't have grants that I can give them bigger grants if they agree with me. And I want them to evaluate this. But not only do they need to evaluate the civilian side of this, they need to evaluate the classified side. https://www.youtube.com/watch?v=Xe0F969v8-8 .
Notable Quotes
“Every voluntary trade ever made in humanity… is mutually beneficial or it doesn’t occur.” 3 But a million people went in and made a voluntary trade where when they left their 600 bucks, they wanted less than the TV and Walmart wanted their $600. Every voluntary trade ever made in humanity, every second of the day is all mutually beneficial or it doesn't occur. It's not even an equal trade. It's mutually beneficial. We both think we got it. https://www.youtube.com/watch?v=Xe0F969v8-8
“I like to say that I’m part of the Leave Me Alone coalition… really, I’m part of the Leave Me the Hell Alone coalition.” 2 All of those things are true to a certain extent. I like to say that I'm part of the Leave Me Alone coalition. And then sometimes I'll say, you know, really, I'm part of the Leave Me the Hell Alone coalition. And that means in all sorts of aspects. Personal, private, my contracts, my business, what I do, my family, the. Just leave me alone. And that encompasses a bigger group than just conservatives, a bigger group than just libertarians. https://www.youtube.com/watch?v=Xe0F969v8-8
“There’s never been a more extraordinary coverup… [they said] in public the opposite of what they were saying in private.” 17 There's never been a more extraordinary coverup in the sense that these people were saying in public the opposite of what they were saying in private. So Freedom of Information became the tool that uncovered a lot of this, and thousands of people helped to get this done. But in private, Anthony Fauci saying, I'm 50, 50, whether this came from the lab or animals, in publicly saying you're a conspiracy theorist and you should be treated as crazy and that we should expunge you or we should expose you, we should bring you down. Him and Francis Collins are talking back and forth about bringing down Jay Bhattacharya and all of the others that were exposing this stuff. This is extraordinary. We have the proof. https://www.youtube.com/watch?v=Xe0F969v8-8
Must‑Listen Clip
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The “house of cards” explainer: how fractional reserve and confidence interact with rising interest costs and Fed policy.
- What you’ll learn: A concise risk map of how debt, banking mechanics, and policy shocks can cascade 10 But they have a game. I have a racket, it's called fractional reserve system. And it works until it doesn't work. And once a bunch of people go crazy, a bank run. https://www.youtube.com/watch?v=Xe0F969v8-8 12 Then they play the games with paying interest to keep it in the Fed, which I've got a bill to eliminate that right now. And that bill's co sponsored by Bernie Sanders. We paid 188 billion the Fed did in interest to banks, not to loan money. Most of it went to five banks in New York, the big five, but 40% of them went to foreign banks. So the Fed's buying our interest with fake money. The taxpayer still has to pay the interest back to the Fed. https://www.youtube.com/watch?v=Xe0F969v8-8 .



Market Movers
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Corn (U.S.) — prices eased week over week but held key technical support. Futures finished down about 28¢ for the week, yet closed above the 50‑day moving average for a second straight week; resistance sits near 4.25–4.34 with potential pullbacks toward 4.07 if tests occur 74 So it means down on Friday and down for the week here, 28 cents. https://www.youtube.com/watch?v=8hHFH5yJuio 73 However, I really do like, I do like the fact that we've been able to close above the 50 day for two consecutive weeks now. https://www.youtube.com/watch?v=8hHFH5yJuio 32 But you know, there is some resistance at the 38% retracement level up around that 425 area. That's the retracement from this last February's highs to this year's lows. You know, that stopped us on Wednesday. https://www.youtube.com/watch?v=8hHFH5yJuio . New‑crop export sales topped roughly 83 million bu in the latest daily flashes, and current price levels remain stimulative for exports, ethanol production, and feed demand 40 So we talked about exports, new crop, over 83 million bushels this morning. https://www.youtube.com/watch?v=I2yCmLH8s3w 29 Prices in this area have been very stimulative for export demand. It's been very stimulative for ethanol production and to, and for the additional feed demand to put these extra pounds on the fewer numbers of animals that we have. So as long as prices remain cheap, we anticipate that demand is going to remain very, very strong. https://www.youtube.com/watch?v=8hHFH5yJuio .
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Soybeans (U.S. and Brazil) — the China demand gap is widening U.S. basis and pressuring cash, while Brazil’s near‑term exports accelerate. U.S. new‑crop soybean export book is among the weakest of the past decade, with some Northern Plains locations reporting cash bids under $9 and select facilities going no‑bid without Pacific Northwest pull; unknown‑destination new‑crop sales total about 133 million bu 41 You know, the typical farmer response is going to be to store them until a better price comes forward. But we're going to continue to struggle on the soybean side. So storage isn't as attractive of an option as it has been in the past, just largely because we're sitting on massive South American inventories as well. https://www.youtube.com/watch?v=KZWahRRvsYw 36 Yeah, we farm journalist Michelle Rook, as she reported last week, I mean, there are areas in North Dakota where farmers may not even be able to take their, their soybeans. They're already seen with basis. You talk about the widening basis cash prices under $9, which is just, I mean, I, you know, Mr. Sinski, I talked to a farmer last week that said, you know, I'm just looking at what do I plant next year that can cause me to lose the least amount of equity? https://www.youtube.com/watch?v=9Tu-QHoq-8w 42 That's not happening. So you're going to have facilities in those areas that, that not only have poor basis, but some of them are just going to go no bid, because they've got nowhere to go with soybeans. https://www.youtube.com/watch?v=KZWahRRvsYw 28 Of the 133 million bushels of unknown destination export sales that we've had on new crops so far. What's your estimate in terms of how much of that could actually be Chinese business? About half of it. About half. https://www.youtube.com/watch?v=8hHFH5yJuio . Brazil’s shipper association ANEC projects September soybean exports at 6.75 M t, up ~30.8% y/y 55 Em setembro, a ANEC projeta que os embarques de soja totalizem 6,75 milhões de toneladas. O volume representa um crescimento de 30,8% na comparação com o mesmo período de 2024. Para o milho, a associação estima que sejam embarcadas 6,37 milhões de toneladas. https://www.youtube.com/watch?v=Wk66iHpCF1o .
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Wheat (U.S.) — futures revisited contract‑low areas despite solid demand claims. Analysts cite persistent, large fund shorts and note U.S. wheat is the “cheapest in the world,” even as global production increases from key exporters weigh on price 27 And all three wheat exchanges back into contract low areas and posted lower weekly closes. What is it going to take to finally bottom this wheat market foreign? It's, it's a great question. You know, I'll be honest with you. I, I feel like it's been sort of a Pavlovs dog sort of thing. You get a small rally in wheat and the funds are there to sell it. They've maintained a majorly large short position now for the better part of, you know, two to three years. https://www.youtube.com/watch?v=8hHFH5yJuio 38 I certainly don't think so. I mean, our demand's been fantastic. Inspections have been fantastic. We're the cheapest wheat in the world by quite a bit. Shoot. https://www.youtube.com/watch?v=-Vn3a0VM5hI 39 But the fact is that all the major exporting or a lot of the major exporting countries are increasing production estimates and that I think is just continues to weigh on this market. https://www.youtube.com/watch?v=I2yCmLH8s3w .
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Beef (Brazil) — exports set a new August record (>268,000 t). U.S. tariff impacts were largely offset by higher shipments to China (+~50% y/y in August) and gains in Russia; Jan–Aug volumes rose from ~1.59 M t (2024) to ~1.83 M t (2025), with full‑year exports trending toward ~3 M t 22 Mesmo com o tarifaço dos Estados Unidos já em vigor, as exportações brasileiras de carne bovine encerraram agosto em ritmo positivo, com mais de 268 mil toneladas embarcadas. O número representa um novo recorde para o período. https://www.youtube.com/watch?v=too23Ui3TJE 5 Impacto do tarifácio dos Estados Unidos no setor de carne e bovina. Quase zero a considerar que a gente conseguiu remanejar esses embarques para os Estados Unidos. Estados Unidos, sim, reduziu. A gente reduziu as exportações para os Estados Unidos para o mês de agosto em quase 60%. volume que foi compensado tá com outros países que a gente vai ver em seguida agora vou pedir para colocar o gráfico primeiro do mês de agosto Então aqui gente nós estamos vendo exportação de carne bovina agosto de 2024 comparado a agosto de 2025. A China saiu de 106 mil toneladas para 158 mil toneladas um crescimento de 50% nos embarques de carne bovina para a China no mês de agosto. Olha os Estados Unidos. Caiu de 15 mil toneladas para 6.3, 6.4 mil toneladas. Uma redução de 58% nas exportações, nos embarques de carne bovina para os Estados Unidos. https://www.youtube.com/watch?v=Wk66iHpCF1o 56 Vamos olhar janeiro e agosto de dois mil e vinte e quatro, lembrando que dois mil e vinte e quatro nós tivemos um recorde nas exportações de carne bovina, foi um recorde histórico. Então a gente fez um ponto cinquenta e nove milhão de toneladas, tá? Quase um ponto seis milhão de toneladas exportadas para o mundo, tá? O Brasil exportou um ponto seis e esse ano nós já fizemos um ponto oitenta e três milhões de ou seja, um crescimento sobre o mesmo período do ano passado. E a receita cambial de US$ 7,14 bilhões de janeiro a agosto do ano passado para US$ 9,6 bilhões de janeiro a agosto de 2025. Então, gente, impacto praticamente nulo no setor de carne bovinas. de carne bovina é o Tarifácio dos Estados Unidos. E para concluir, um número a ser batido, a gente está muito próximo disso, ano passado eu acabei de falar que nós tivemos um recorde em exportação de carne bovina, volume e receita cambial. Esse é o número a ser batido em 2025. Nós fizemos 2.52 milhões de toneladas exportadas no ano passado de carne bovina para uma receita cambial de 11.6 bilhões de dólares. Ou seja, a gente está muito próximo disso, a expectativa é que apesar do tarifácio dos Estados Unidos, impacto praticamente nulo, reforço aqui, nós devemos saltar esse ano de 2,5 milhões de toneladas exportadas para algo próximo de 3 milhões de toneladas de carne bovina exportada pelo Brasil em 2025. https://www.youtube.com/watch?v=Wk66iHpCF1o .
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Energy (global) — crude softened as inventories rose and supply expectations firmed. Brent futures fell to the lowest since Aug 20 on U.S. stock builds and OPEC+ supply signals; earlier in the week, flat crude prices were also down ~$2.50/bbl while refined product cracks stayed supported by outages 1 Os preços do petróleo encerraram o pregão desta quinta-feira em queda após notícias de um aumento nos estoques dos Estados Unidos. Os contratos futuros do tipo Brent caíram para o menor valor desde 20 de agosto. https://www.youtube.com/watch?v=Wk66iHpCF1o 60 Esse fortalecimento do dólar também levou o ouro a devolver parte dos ganhos recentes e fez o petróleo acumular perdas, pressionado ainda pela surpresa na alta dos estoques americanos e pela expectativa de que a OPEP+, amplia a oferta no final da semana. https://www.youtube.com/watch?v=zkYZ3towyqo 96 Flat Prices fell $2.50/bbl on the week on the back of rumours that OPEC+ would march ahead on further production increases faster than expected and refining outages keep pressure on crude demand.https://www.commoditycontext.com/p/ocw36w25 95 Refined Products markets strengthened on the back of numerous refinery outages including upped Ukrainian attacks against Russia’s refining fleet, the likely months-long loss of Dangote’s gasoline producing unit, as well as Europe’s largest refinery confirmed heavy maintenance.https://www.commoditycontext.com/p/ocw36w25 .
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FX/trade (Brazil) — August trade surplus reached US$6.1B, aiding the real; the dollar slipped under R$5.45 amid calmer global flows, though political risk keeps volatility elevated 59 O saldo comercial ficou em US$ 61,1 bilhões no mês passado, acima das expectativas, trouxe alívio ao real e fortaleceu a percepção de que o setor externo segue contribuindo positivamente para o equilíbrio macroeconômico. https://www.youtube.com/watch?v=zkYZ3towyqo 10 Já o câmbio teve exceção de volatilidade contida após abrir em alta, o dólar virou para a queda e fechou abaixo dos R$ 5,45, em leve baixa de 0,11%. O movimento foi explicado pela acomodação do dólar no exterior e por eventuais fluxos de entrada na bolsa. Ainda assim, a moeda segue pressionada pelo risco político no radar, mesmo com um alívio momentâneo no câmbio. https://www.youtube.com/watch?v=zkYZ3towyqo .
Innovation Spotlight
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Short‑stature corn systems (U.S.) — Pression Smart Corn reduced plant height about one‑third, improving standability (shortened below the ear with protective leaf sheaths) and enabling late‑season access for fungicide/insecticide and fertility. Groundbreaker growers averaged ~39k plants/acre vs 34–35k conventional, with narrow rows beneficial but not mandatory; deployment totals ~85,000 acres across six states with expansion targeted toward ~250,000 acres next season 78 But what we've done is really what the product is within the system is short stature corn. So we've reduced the height of the corn plant by about a third. And with that comes all these benefits that our growers see that we see. https://www.youtube.com/watch?v=9IUi8QO8Dmw 77 So shorter, so you're catching less wind to start and that's where we see the standability. But the other part of that is how it's shortened. And so it's shortened below the ear. And you have also below that ear node, those leaves sheath are stacked over each other. And so there's also protection sort of at the lower point of the space. And so you get that interaction of those two and we see better standability. It's not a silver bullet by any means that, you know, a big enough wind is still going to come in and cause some damage to your corn. But by and large we're seeing especially this year where it's been a lot more windy, we've had some early or late season down corn. We've seen pression stand out with that standability aspect. https://www.youtube.com/watch?v=9IUi8QO8Dmw 92 But, but when you shorten the height of the plant, you have all this ability to manage it differently and to access it for inputs like fungicide, insecticide, late season fertility, how and where we're placing those things, and that's really where the system comes in, is how the growers are managing it, how we're working with them to figure that out. https://www.youtube.com/watch?v=9IUi8QO8Dmw 76 Right now our groundbreaker growers are planting at an average of 39,000 plants per acre where their standard corn. Right. Is 34 to 35,000. And so we do see that response to higher populations, higher management and if we didn't talk about this yet, but narrow row spacing can be a big component of that. https://www.youtube.com/watch?v=9IUi8QO8Dmw 75 This year we have just about 85,000. So there's, there's the grain part of it. Yep. And we're in six states. So you think Nebraska, Iowa, Minnesota, Wisconsin, Northern Illinois, northern Indiana. Most of that is grain. https://www.youtube.com/watch?v=9IUi8QO8Dmw 89 Not so I mentioned we've got about 85,000 acres this year within those six states. The plan is next year to get close to as close as we can as 250,000 acres. We're also, I mentioned the silage piece earlier. https://www.youtube.com/watch?v=9IUi8QO8Dmw .
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Early fungal detection network (U.S.) — a chlorophyll‑fluorescence sensor grid covering ~50,000 acres alerted growers an average 4.5 weeks before visible white mold symptoms, providing action lead time to protect yield 64 We're covering 50,000 acres. In our initial year, we had actually the world's first detection of an active fungal infection in real time. First time in 10,000 years of agriculture that's happened. We detected in July in northeast Nebraska active fungal infection. We notified the farmers and we actually have control plots in that area. So four and a half weeks after we notified those farmers, we actually saw white mold symptoms in our fields. So the farmers that we alerted had a four and a half week head start to take action in their field to preserve their yields. https://www.youtube.com/watch?v=DNWd2wQlGQQ .
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No‑till + cover‑crop compaction management (U.S./global) — a smartphone‑linked penetrometer system benchmarks rooting resistance; fields under ~200 psi are “ideal.” Users report no‑till with specific covers “mellows” soil; the tool is in 32 countries with real‑time mapping via free app and phone mounts 66 This measures in pounds per square inch, how much force it takes to poke down into your soil. And that mimics what a root is feeling. So a lot of things can influence that. Your soil texture can influence that. Soil moisture can influence that as well. But what we're Looking for is your soil to be as mellow as possible. That's what's going to help you and your cash crop the very best. So this just measures in psi, so anything under 200 psi is fantastic. That's exactly what you're looking for. https://www.youtube.com/watch?v=DNWd2wQlGQQ 45 In the four years of doing this as a service for different farmers around, around the country, I found that no till with specific cover crops can have a beautiful effect on mellowing out that soil. We just released these one year ago today and I'm super excited to say that we're now in 32 countries and it's not just your regular corn and soy that we're seeing. To my surprise, as a corn and soybean farmer, I thought that was going to be the big hit. https://www.youtube.com/watch?v=DNWd2wQlGQQ 65 All we've really done here is made smartphone mounts for all the different brands and gave a free app so that you can download and collect these measurements and map them out in real time. https://www.youtube.com/watch?v=DNWd2wQlGQQ .
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National cattle traceability pilot (Brazil) — 50 ranches are trialing ear‑button chip IDs with handheld readers to capture birth‑to‑slaughter data (723 head already enrolled at one pilot). A unified national database is due by 2026, ID rollout during 2027–2029, and full coverage of ~240M head by 2032, supporting sanitary certification, market access, and value addition 30 E ainda esta semana, na Expo Inter, nós falamos do lançamento do plano piloto de rastreabilidade. Até 2032, o Brasil deve colocar em prática um novo sistema de identificação animal em todo o rebanho, com cerca de 240 milhões de cabeças. Os testes acontecem em 50 propriedades gaúchas. Veja como está sendo esse processo e o que os produtores estão achando desta mudança. Os animais vão trocar o brinco na orelha por um bóton com um chip. Ao aproximar o leitor, o produtor, o comprador e os órgãos de fiscalização vão ter todas as informações do animal, do nascimento ao abate. O Gilson já usa o sistema na fazenda em André da Rocha, município gaúcho que fica nos campos de cima da serra. Uma ferramenta de extrema necessidade hoje para a gente conquistar novos mercados, para a gente valorizar mais o nosso produto e também para o consumidor ter uma maior segurança alimentar. Na fronteira oeste gaúcha, os animais do presidente da Associação Brasileira de Criadores de Angus, José Cairoli, também já começaram a ser identificados com o novo modelo de rastreabilidade. São 723 animais que estão fazendo parte desse programa piloto. https://www.youtube.com/watch?v=Ur7n47WV0n8 54 O cronograma de implantação do novo sistema fica a cargo dos estados, mas até 2026 está prevista a construção de uma base de dados nacional unificada com todos os dados recolhidos pelo Ministério da Agricultura. Entre 2027 e 2029 será implementada a identificação de cada animal. Isso vai fazer com que o processo de certificação da condição sanitária desses animais e dos produtos que são obtidos da produção pecuária no Brasil, elas garantam ao. Consumidor muito mais garantias do produto que. Vai ser consumido e dessa forma a gente tenha uma capacidade de demonstrar maior eficiência do sistema produtivo e a gente possa agregar valor nessa cadeia de produção. Até 2032, o novo sistema de rastreabilidade animal precisa estar implementado em todo o rebanho brasileiro, que tem cerca de 240 milhões de bovinos e bubalinos. https://www.youtube.com/watch?v=Wk66iHpCF1o 53 Isso vai fazer com que o processo de certificação da condição sanitária desses animais e dos produtos que são obtidos da produção pecuária no Brasil, elas garantam ao. Consumidor muito mais garantias do produto que. Vai ser consumido e dessa forma a gente tenha uma capacidade de demonstrar maior eficiência do sistema produtivo e a gente possa agregar valor nessa cadeia de produção. https://www.youtube.com/watch?v=Wk66iHpCF1o .
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Forage & resilience (Brazil, semi‑arid) — Embrapa’s new andropogon cultivar BRS Sarandi plus gliricidia and palm forage were highlighted as drought‑adapted options for Northeastern livestock systems 63 Apresentamos ainda as mais recentes novidades da Embrapa, uma nova cultivar de capim andropogon, o BRS sarandi, capim muito bom para lugares secos, e a leguminosa gliricídia, que juntamente com a palma forrageira, é uma excelente alternativa para o pecuarista nordestino. https://www.youtube.com/watch?v=Ur7n47WV0n8 .
Regional Developments
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United States
- Weather: historically cold early September brought localized frosts into the northern Plains; models indicate renewed cold fronts with risk around mid‑September. Eastern Corn Belt drought persists with below‑normal precipitation outlook into late September; soybean finishing rainfall remains limited 49 It's been historically cold. In fact we've really flipped a script here from the usually September very warm and now we're some of the coldest temperatures we've ever seen in September for some areas here. And you know we take a look at even this morning the areas I have highlighted in blue. That's where some localized instances of some frosts were noted. That's very unusual even into the northern Plains this time of the year. https://www.youtube.com/watch?v=ANTtTcs1JEA 84 We're watching a cold front we're targeting around September 15th. Something we've noted is that models have tended to struggle to capture how strong some of these cold fronts can be. So that's why we got some areas in the eastern ag belt, Michigan, down into the Tennessee valley for some potential colder trends with that. https://www.youtube.com/watch?v=ANTtTcs1JEA 48 Now on top of the cold temperatures that we've been dealing with here, this colder air has also brought in some dry Canadian air as well. If we take a look at the drought monitor, obviously you could see much of the, let's call it the eastern Ag Belt, right. Suffering in some drought a little bit. Unfortunately here as we move forward into the forecast, I don't see much in the way of improvement if you are into the eastern ACT belt in fact probably can deteriorate a little bit here over really through the month of September as well here now we take a look at kind of the, the week ahead forecast here and this is over the next seven days. https://www.youtube.com/watch?v=ANTtTcs1JEA 46 Lastly here as we kind of look into call it the back half of September here you can see the temperature outlook on the left and the precipitation outlook on the right. If you're into the eastern Ag belt, I know you need rain. Unfortunately the forecast that we're seeing just not calling for a whole lot. I think it's going to be tough. Does that mean zero precipitation? No, I do think there's some pesky rain but gosh, most areas probably end up below normal. And now a little bit different there from Texas through the Central Plains and then kind of through Minnesota there. That's an area where there's going to be some opportunities for some rain in some of those spots. But as you can see on the temperatures, I think the temperatures warm up here and in fact I think versus the map that you even see here, I think there's a risk that things can turn a little bit warmer further to the east here as some of the latest trends that we're noting has been for a little bit warmer here. https://www.youtube.com/watch?v=ANTtTcs1JEA .
- Logistics: Mississippi River stages at St. Louis/Memphis are trending down; light‑loading barges raises freight costs during peak harvest, stressing the supply chain 71 Mike Steenhoek, the executive director of Soy Transportation Coalition, noted late last week that river levels at the St. Louis area are currently only 8ft higher than the same date last year and Memphis is only about four and a half feet higher. As hinted at earlier, however, the trend is downward and historically low readings in both of these locations over the past year have showed just how vulnerable the river is when we get to these dry conditions. The US Army Corps of Engineers says that roughly 60% of Mississippi's water volume south of Cairo, Illinois comes from the Ohio River River. https://www.youtube.com/watch?v=9IUi8QO8Dmw 72 Any limitations delaney on barge traffic could complicate moving the projected large corn and soybean harvest to ports, particularly as soybean exports remain weak, especially to China. Steenhoek it emphasizes that the supply chain should support profitability but may become an obstacle. And low water levels could add to further stress on farmers as this fall harvest begins. https://www.youtube.com/watch?v=9IUi8QO8Dmw .
- Policy: a federal court vacated part of the H‑2A job‑function wage rule; EPA withdrew stricter meat/poultry wastewater revisions; a narrowed WOTUS proposal aligned with Sackett is headed for public comment 83 They are A federal district court of Louisiana has vacated a portion of the 23 adverse ACT wage rate rule specifically for H2A desegregation rules earlier this week. That rule would have required farmers to pay different wage rates based upon job functions within the H2A seasonal program. The court's decision means the Department of Labor will now need to provide further guidance. American Farm Bureau President Zippy Duvall says that the rule created an unfair wage structure that forced farmers to pay work not typically performed. He emphasized that farmers value their employees and support fair wages, but argued the rule didn't align with compensation with the work that had been done. John Walt Boatwright, the director of government affairs at Farm Bureau, called the ruling a big win for agriculture, especially for those small family farms. He also stated the Labor Department's rule would have been very costly, with their Farm Bureau economics estimating two to three times the financial impact on smaller operations compared to larger farms. More updates to come on what the next ruling is there. https://www.youtube.com/watch?v=9IUi8QO8Dmw 82 Yeah, well, the EPA this week has withdrawn proposed revisions to federal wastewater regulations for meat and poultry processors. Administrator Zeldin signed the action on August 30, with the agency concluding that existing rules under the Clean Water act are already effective. The Meat and Poultry Products Affluent guidelines, first issued in 1974 and last updated in 2004, currently apply to about 180 facilities nationwide. The proposed changes would have expanded oversight to as many as 1600 facilities, creating significant new costs for the industry and those facilities. An economic impact analysis commissioned by the Meat and Poultry Products Industry Coalition found that the EPA had underestimated potential closures, raising the estimate from 16 to 74 sites. However, those closures will not occur because the EPA formally withdrew the rule revisions this week, preventing the stricter guidelines from taking effect. https://www.youtube.com/watch?v=9IUi8QO8Dmw 69 Well, other we have now Wotus news the Trump administration is preparing to propose a new Clean Water act rule that would significantly narrow the federal protections for wetlands, according to an internal EPA presentation obtained by Politicos and EE News last week. Wetlands would only qualify for regulations if they held surface surface water during a wet season and we're directly connected to a river, stream or other body of water that also flows during that period. Fewer permits would be required under this change, which aligns with the 2023 Supreme Court ruling in Sackett vs EPA that limited protections to those wetlands with continuous surface connection to relatively permanent waters. Again, EPA Administrator Zeldin said that the agency is in its final stages of reviewing those proposed waters of the U.S. speaking at a federal issues forum hosted by Senator Pete Ricketts late last week, he said that the draft is now undergoing interagency review and should be available for public comment in the coming weeks. Zeldin also spoke and told Brownfield that he wants to establish consistency across the country by adopting one clear definition of what waters are covered. He said, we want to get it right once the proposal is released. Zeldin is encouraging farmers and ranchers to weigh in during that public comment period before that rule becomes finalized, giving us all the chance to review and comment. https://www.youtube.com/watch?v=9IUi8QO8Dmw .
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Black Sea
- Market risk: reports point to a worsening situation, sustaining uncertainty around regional grain flows 94 in case you haven’t been paying attention, the situation in the Black Sea seems to be getting way worser, not way betterhttps://x.com/GoddessofGrain/status/1963926342463832163 .
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Japan–U.S. trade
- Agreement details: Japan committed to an additional US$8B/yr in U.S. agricultural purchases; Japan imported about 512M bu of U.S. corn in MY 24/25 and was the No. 2 corn buyer behind Mexico 91 So President Trump on Thursday finalized a trade agreement with Japan. The the deal includes a 15% tariff on Japanese imports and a pledge from Tokyo to establish a $550 billion US investment fund. The agreement, first reached in July, had been delayed as Washington and Tokyo negotiated final terms. As part of the deal, Japan committed to purchasing an additional $8 billion in U.S. agricultural products annually, including corn and soybeans. During Japan's 2425 marketing year, corn imports from from the U.S. totaled 512 million bushels. https://www.youtube.com/watch?v=_Qdn5jTZsAU 90 During Japan's 2425 marketing year, corn imports from from the U.S. totaled 512 million bushels. https://www.youtube.com/watch?v=_Qdn5jTZsAU .
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Brazil
- Poultry access: the EU officially recognized Brazil as free of avian influenza, enabling resumption of chicken exports to EU member states 51 O Ministério da Agricultura anunciou que a União Europeia reconheceu oficialmente o Brasil como país livre de gripe aviária. A decisão viabiliza a retomada das exportações de carne de frango aos Estados-membros do bloco econômico. https://www.youtube.com/watch?v=Wk66iHpCF1o .
- Producer finance: federal MP provides R$12B in credit to up to 100k producers in calamity‑hit municipalities; small (≤R$250k @6%), medium (≤R$1.5M @8%), others (≤R$3M @10%) with up to 9‑year term and 1‑year grace 52 E agora há pouco, o presidente Lula anunciou em uma rede social que assinou uma medida provisória que garante R$ 12 bilhões para apoiar até 100 mil produtores em municípios que decretaram estado de calamidade até duas vezes nos últimos cinco anos. Pequenos produtores vão poder acessar até R$ 250 mil de crédito com taxa de 6% ao ano. Os médios vão ter crédito de R$ 1,5 milhão, com taxa de 8% ao ano. E os demais produtores, até R$ 3 milhões, com 10% ao ano. Eles vão ter até nove anos para pagar um ano de carência. Agora a gente vai chamar alguém que sabe de tudo sobre Expo Inter aqui. https://www.youtube.com/watch?v=Wk66iHpCF1o .
- Sustainability/credit enablement: São Paulo aims to validate ~200k CAR records (150k already), with completion targeted by 2026; CAR validation improves compliance and credit access 50 Durante o Fórum de Sustentabilidade da FAESP, o Cadastro Ambiental Rural, CAR, foi apontado como peça-chave para impulsionar a sustentabilidade no campo. Aqui em São Paulo, existem cerca de 400 mil imóveis rurais e a Secretaria da Agricultura espera alcançar a validação do CAR de metade dessas propriedades até o fim do ano. Nós já temos 150 mil propriedades nesse. Exato momento validado e a nossa meta. É até o final do ano chegar em 200 e zerar isso até o final do mandato. https://www.youtube.com/watch?v=Wk66iHpCF1o 18 O estado de São Paulo tem cerca de 400 mil imóveis rurais e de dois anos para cá, a gente tem acompanhado, está avançando cada vez mais na validação do Cadastro Ambiental Rural CAR. E dessas propriedades, então, o objetivo é que a gente chegue a pelo menos metade da validação até o final desse ano e conclua esse processo até 2026. E isso tem vários benefícios, como melhor acesso ao crédito pelos produtores. https://www.youtube.com/watch?v=m2VvZloZgTQ .
- Corn outlook (Mato Grosso): IMEA’s first 25/26 estimate pegs production at 51.7 M t (−~7% y/y) on ~7.39 M ha (+~2%), with yield at ~116.6 sc/ha (−>8%); some northeast areas are shifting from sesame toward corn/sorghum 14 A primeira projeção do IMEA para a safra 2526 aponta a produção de 51,7 milhões de toneladas, uma queda de quase 7% em relação ao ciclo anterior. https://www.youtube.com/watch?v=LmNofZ6hm68 61 Na área plantada, a projeção do Imeia é de 7,39 milhões de hectares de milho na safra 25-26, aumento de quase 2% frente à temporada 24-25. https://www.youtube.com/watch?v=LmNofZ6hm68 62 Na produtividade, a estimativa é de 116,6 sacas por hectare, redução de mais de 8%. https://www.youtube.com/watch?v=LmNofZ6hm68 13 O destaque vai para o nordeste do estado, onde parte dos produtores devem trocar o gergelim pelo cereal. https://www.youtube.com/watch?v=LmNofZ6hm68 .
- Corn ethanol: a R$2.5B plant announced for Rondonópolis will produce ~900M L/yr plus feed and energy, creating up to ~2,000 construction jobs and ~350 permanent, adding ~R$60M/yr to local revenue 12 A força do milho também puxa novos investimentos. Em Rondonópolis, a Amagi e a Empasa vão construir uma usina de etanol com aporte de R$ 2,5 bilhões. A obra deve gerar até 2 mil empregos e, depois de pronta, manter 350 permanentes. https://www.youtube.com/watch?v=LmNofZ6hm68 11 A planta vai produzir 900 milhões de litros por ano, além de ração e energia, movimentando logística, pecuária, comércio, garantindo mais receita para a cidade, estimada em R$ 60 milhões por ano. https://www.youtube.com/watch?v=LmNofZ6hm68 .
- EU–Mercosur: the accord advanced to final stages (signature sought by year‑end), with EU ratification rules noted; stakeholders caution that reciprocal agricultural market openings will require careful management 26 O Acordo Mercosul-União Europeia, que cria uma zona de livre comércio entre os dois blocos, avança e entra na fase final. https://www.youtube.com/watch?v=BFHK6PVM02I 25 Segundo o presidente da Apex Brasil, a expectativa é que o texto pode ser assinado até o fim deste ano. https://www.youtube.com/watch?v=BFHK6PVM02I 24 Para entrar em vigor, o texto agora precisa ser aprovado por 15 dos 27 países europeus ou alcançar a representatividade de 65% da população do bloco. https://www.youtube.com/watch?v=BFHK6PVM02I 23 E terceiro, o que a gente tem que tomar cuidado, porque do mesmo jeito que eles vão facilitar a entrada de produtos agropecuários para lá, a gente vai ter que abrir condições para que produtos agropecuários de lá entrem aqui. https://www.youtube.com/watch?v=BFHK6PVM02I .
- Planting window (Center‑West): sanitary fallow ends Sept 6 in MT, but forecasters advise delaying major soybean planting until late Sept/early Oct as soil moisture is <20%, rains are spotty through mid‑Sept, and soil/air temps remain hot; more reliable 100–200 mm totals are expected from late Sept into October 4 Agora, voltando aqui para a nossa meteorologia e para o nosso plantio, a gente vai ter agora o início dos trabalhos em campo, o plantio da soja em Mato Grosso. Isso vai acontecer no domingo. já que o vazio sanitário no estado termina dia 6 de setembro, sábado. E eu queria que você passasse já pra gente um panorama de quem for jogar a semente no solo no domingo, o que vai encontrar. https://www.youtube.com/watch?v=Wk66iHpCF1o 3 Pois é, tem que esperar um pouco porque vai encontrar um solo seco com temperatura elevada. A gente vê aqui o mapa de umidade do solo abaixo de 20%, principalmente na região centro-oeste. Nos próximos cinco dias a gente não tem chuva. A coisa só começa a mudar lá pelo dia 11 a 15 de setembro, onde as primeiras pancadas de chuva já chegam no oeste de Mato Grosso do Sul, Mato Grosso e Rondônia, principalmente lá na região de Juína. Então, esse pessoal aqui já pode pensar em começar a semear a partir de domingo. E quando a gente olha de 16 a 20 de setembro, as chuvas até se mantém no oeste de Mato Grosso, avançam para regiões centrais, mas lembrando que não é chuva volumosa. Para a gente ter uma ideia melhor do estado de Mato Grosso, vamos olhar para um importante município produtor, o principal, Sorriso, onde Tem um pouquinho de chuva lá pelo dia 17 e 18, mas é uma chuva que mal somou 10 milímetros, porque a chuva só vai ganhar ritmo na região na virada do mês, pegando aí a última semana de setembro, começo de outubro. E a atenção fica, porque até começar a primavera, as máximas aí vão ficar oscilando perto dos 40 graus e a temperatura do solo vai lá pra cima. E aí por que que é importante? Olhando pra outubro, a máxima já vai caindo, ficando pra 32, 34, porque também aí sim, chuvas de 100, 150, 200 milímetros já começam a ocorrer na região. Então, a gente sabe que o produtor sempre quer se antecipar, mas segura um pouquinho, espera começar a primavera, porque a chuva vai vir num bom volume pros nossos amigos de Mato Grosso. https://www.youtube.com/watch?v=Wk66iHpCF1o .
Best Practices (Actionable)
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Soybean harvest timing & drying (U.S.)
- Start slightly early (~14% moisture) and accept elevator docks if hauling direct; this typically nets better than waiting for ~9% due to shrink and harvest losses at overly dry moisture. For on‑farm storage, use automatic bin‑fan controls to bin at ~17% and ambient‑air dry to ~13% in ~3 weeks, reducing losses and avoiding dockage later 93 When you take a dock at the elevator you feel bad, and you feel like you lost a bunch of money. However, let’s say you start combining just a little bit early and harvest 14% moisture beans and haul them right to town. Even with the dock, you will almost certainly come out way ahead compared to if you harvest 9% beans. While there is no dock for dry beans, you give up a lot of shrink and you’ll have more harvest loss. Also, consider investing in automatic bin fan controls. They don’t cost much, but they allow us on our farm to start combining beans early and bin them at 17% moisture so we get done way quicker each fall with almost no harvest loss. In about 3 weeks time, air has dried the beans down to 13%, and we can haul them in with no dock.https://x.com/AgPhDMedia/status/1963952269239488919 .
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Corn planting date risk (U.S.)
- PTI research identified “planting corn too early” (late Mar/early Apr) as a top money‑loser; conditions must be “about perfect.” Trials show planting a bit later avoids yield penalties, improving risk‑reward 44 So Jason shared a list of the top 10 money losers at the PTI farm. Number one is corn that's planted too early. Yeah, so early planted corn. I know everybody wants to get in, get acres done fast. With soybeans, we can get in and plant early with a very low risk corn. However, our data would say over the last seven years that conditions have to be about perfect for corn. On the early side, the risk reward ratio is a little off. On planting corn too early. We've shown that we can plant corn a little bit later without suffering yield Loss. https://www.youtube.com/watch?v=DNWd2wQlGQQ 43 On planting corn too early. We've shown that we can plant corn a little bit later without suffering yield Loss. https://www.youtube.com/watch?v=DNWd2wQlGQQ .
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Storage & logistics (U.S.)
- Avoid ground‑piling soybeans; plan corn bagging where bin/commercial space is tight. Anticipate longer marketing windows for soy when exports are weak and crush demand is steady but not immediately large 35 There's going to be storage issues in parts of the country where you have big crops of both soybeans and record corn coming. I think, as you know, soybeans don't store very well on the ground. And so you're going to have to store those soybeans in bins or in commercial storage. And that means maybe more corn that ends up on the ground. https://www.youtube.com/watch?v=9Tu-QHoq-8w 79 We're going to see quite a bad storage crunch. I think once, especially once if the corn makes it all the Way to maturity and there's no issues and we have average moisture. I think we're going to see a pretty. We're going to see a drastic issue as far as storage is concerned. A lot of guys looking at putting corn in bags out in the fields waiting to put store, you know, the soybeans in storage. Soybeans are not a market that we traditionally store up here in the northern plains because it's easier to haul the beans in at harvest, let them go through the export market. Usually that, you know, once we get to October to the January is our best marketing time frame. But now because of lack of exports and crush plants only needing to be spoon fed soybeans, it's going to cause a little bit longer time frame needed to market soybeans. https://www.youtube.com/watch?v=I2yCmLH8s3w .
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Poultry: broilers (Brazil/global)
- Critical first week: target ~5.5× initial chick weight by day 7. Monitor temperature, water/feeder height, feed availability and litter cleanliness; minimize noise and crowding. Climatized, phone‑controlled houses reduce labor needs and improve consistency on 86–90k‑bird sites 20 A primeira semana de vida do pintinho, como diz os granjeiros antigos, você trabalha muito na primeira semana para trabalhar pouco nas últimas. Então a primeira semana é essencial. Você não pode nem pensar em falar, tá frio, vou ficar na minha casa. E não vou lá não. Não, jamais. Porque você trabalha com horas. O pintinho tem que desenvolver 5.5 vezes o peso de início na primeira semana. Então se ele não atingir esse peso, você não vai ter um peso ideal lá na frente. Então você trabalha por horas. https://www.youtube.com/watch?v=AdVEsjHcAYs 19 No dia-a-dia, vamos supor o exemplo que chegou os pintinhos ontem, mais clássico. O primeiro passo é a gente acompanhar, porque ele é um bebê. Ele é um bebezinho, você tem que acompanhar a temperatura, acompanhar a altura de água, altura de comida, se ele vai alcançar a disponibilidade de comida no papel, se ele vai estar comendo, se não pode estar sujo o papel para ele não picar as próprias fezes dele. Vendo se ele não está montando porque ele assusta com barulho, até pouco andar devagarzinho, fazer menos barulho no aviário. É um trabalho ali mesmo de observação. Observação. Toda essa evolução do pintinho. https://www.youtube.com/watch?v=AdVEsjHcAYs 21 Aqui na Grândia são dois aviários com capacidade de alojamento de 43 a 45 mil aves cada aviário, totalizando aí 90, 86 a 90 mil aves no núcleo. Os aviários são alojados frango de corte. que são abas pesadas. Em relação à estrutura, é uma estrutura totalmente climatizada, controlada por um controlador que está integrado, tanto mexendo no painel quanto com o próprio celular. Isso é uma coisa muito importante e muito atual hoje em dia. https://www.youtube.com/watch?v=AdVEsjHcAYs 68 E hoje, com a evolução da atividade, com a tecnologia, você precisa de menos mão de obra. Menos mão de obra, que é o mais difícil no campo. Você ter mão de obra. https://www.youtube.com/watch?v=AdVEsjHcAYs .
- Fire safety: ensure robust electrical inspection/response protocols; a litter‑ignition incident was contained only by immediate action 67 Aqui teve um episódio, uma vez deu um problema, deu um curto e caiu na palha, onde estavam os pintinhos, e eu estava num aviário, na hora que eu saí pra fora eu senti um cheiro de palha de amendoim, cheira longe, mas cheiro diferente. Entrei no aviário e já estava uma rodinha de uns dois, três metros. Queimando já, com fogo já de uns dois palmos de altura. Queimou uns comedores e tudo, aí eu fui e apaguei. Mas, quer dizer, se eu estivesse aqui na minha casa, achando que estava tudo tranquilo, poderia ter queimado o barracão inteiro. https://www.youtube.com/watch?v=AdVEsjHcAYs .
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Turkeys (China)
- Don’t feed broiler rations to turkeys. From 3–6 months, growth requires higher protein and adequate Ca/P for skeletal development; practitioners upgraded broiler feed by adding calcium (e.g., shell meal), dicalcium phosphate (~+1.5%), and ~+6% protein meal, and used garlic periodically to support gut health and intake; results showed improved growth and reduced fighting after management changes 9 火鸡缠肉率高生长速度快普通肉鸡饲料中的蛋白质微量元素及矿物质等营养成分并不能完全满足火鸡生长的需要尤其在火鸡的育成阶段也就是3到6月龄由于火鸡体型较大骨骼的生长需要大量的钙和磷而肉鸡饲料中的钙磷含量远远不能满足火鸡生长的需要用肉鸡饲料饲喂火鸡势必会影响火鸡的长势这也是造成火鸡长势慢的主要原因火鸡长势慢除了跟饲喂普通的肉鸡饲料有关那还有其他原因吗就在专家调查的过程中火鸡群里的一些异动引起了大伙的注意那边. https://www.youtube.com/watch?v=G0x0-PSuaPw 8 通過參觀李穗陽不僅大開了眼界也認識到了火雞的確不能當成家雞養為了儘快幫助李穗陽解決目前的難題專家決定再次到他的養殖場進行改造改造的第一個任務就是利用李穗陽現有的肉雞飼料再增加一些營養成分配置成適合火雞生長的飼料這是貝殼肥補充鈣增加百分之. 這磷酸鈣要不磷還要不鈣給它再增加1.5%現在再加6%豆花因為你肉籽飼料的蛋白質達不到現在國際的需求這下營養肯定是夠了這下營養快夠了. 为了减少火鸡打架改造的第二个任务就是在圈舍里悬挂草靶和红布条利用美食和色彩的诱惑分散火鸡的注意力中间. https://www.youtube.com/watch?v=G0x0-PSuaPw 7 定期都要餵大蒜餵大蒜有什麼好處它可以殺菌消炎有利於腸道疾病的防止它腸道好了吸收能力都高吸收能力高火. 雞長得就快了個頭就. https://www.youtube.com/watch?v=G0x0-PSuaPw .
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Grain‑bin safety (U.S.)
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“Keep safety top of mind and never go in a grain bin alone.” 81 A good reminder to remember, keep safety top of mind and never go in the grain bin alone. https://www.youtube.com/watch?v=aSNEDsE0UZI
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Biologicals (application essentials)
- Target the pest location (e.g., apply under leaves for whitefly). Maintain RH >60% and avoid midday UV, which kills many fungal/ bacterial agents; use airflow/turbulence to deposit on leaf undersides when required 58 Acho que é justamente isso, doutor, é entender Por que eu estou colocando aquele micro-organismo ali? Eu tenho que atingir o meu alvo também. Se o meu alvo está nas raízes, preciso fazer essa aplicação direcionada para as raízes das plantas. Por exemplo, para controlar a mosca branca, se ela está na folha, na parte de baixo da folha, eu preciso aplicar direcionada na parte de baixo da folha. Senão eu não vou ter eficiência nenhuma. https://www.youtube.com/watch?v=YCnT-Uike3U 17 Por exemplo, você aceitou o caso da mosca branca. Eu tenho que fazer um turbilhonamento para poder ir as gotas para baixo e isso também tem relação com as condições climáticas. Nunca a gente deve pulverizar por exemplo com umidade relativa abaixo de 60%. https://www.youtube.com/watch?v=YCnT-Uike3U 16 Eu acho interessante isso doutor porque rodando alguns produtores aí nas últimas semanas eu ouvi o seguinte, eu utilizo um produto a base de fungo entomopatogênico que o senhor conhece muito bem e eu aplico ele no meio do dia. porque foi um isolado aqui da região, mas a gente sabe que os organismos eles têm uma preferência também, né? Geralmente é uma umidade mais alta e uma temperatura mais baixa, tá certo? Sim. O caso de fungo, por exemplo, que você citou, ele é muito sensível à luz ultravioleta. As bactérias também. Os fungos sentem isso muito fácil. Então, às vezes, nem é um problema da temperatura ou da umidade, mas da própria incidência de raio ultravioleta. https://www.youtube.com/watch?v=YCnT-Uike3U 57 Por exemplo, você aceitou o caso da mosca branca. Eu tenho que fazer um turbilhonamento para poder ir as gotas para baixo e isso também tem relação com as condições climáticas. https://www.youtube.com/watch?v=YCnT-Uike3U .
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Soil compaction benchmarking
- Use a field penetrometer; sustained resistance under ~200 psi indicates favorable rooting and trafficability targets 66 This measures in pounds per square inch, how much force it takes to poke down into your soil. And that mimics what a root is feeling. So a lot of things can influence that. Your soil texture can influence that. Soil moisture can influence that as well. But what we're Looking for is your soil to be as mellow as possible. That's what's going to help you and your cash crop the very best. So this just measures in psi, so anything under 200 psi is fantastic. That's exactly what you're looking for. https://www.youtube.com/watch?v=DNWd2wQlGQQ .
Input Markets
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Biofuels & vegoil demand (U.S.) — biodiesel/renewable diesel imports plunged (biodiesel −94% y/y to ~2,000 bpd; renewable diesel −85% to ~5,000 bpd) after 45Z changes that restrict credits to domestically produced fuels; historically, credits are bid into feedstock prices, and policy‑driven shifts have already impacted soybean oil volatility 87 A shift in US tax credit policy has caused the US biodiesel and renewable diesel imports to plunge. During the first half of this year, biodiesel imports averaged just 2,000 barrels per day, down 94% from the same period in 2024, renewable diesel imports fell 85% to 5,000 barrels per day. Both declines mark marked the lowest lowest first half import levels since 2012. https://www.youtube.com/watch?v=_Qdn5jTZsAU 86 Previously, both imported and domestic biofuels qualified for a $1 per gallon blender's tax credit. However, the Inflation Reduction act replaced the blender's tax credit with the new 45Z tax credit, which only applies to domestically produced biofuels. https://www.youtube.com/watch?v=_Qdn5jTZsAU 80 But the important point is that historically when those tax credits are awarded either to the blender or the producer, they bid most of that into their feedstock prices. https://www.youtube.com/watch?v=n_wBb26A95s 85 We already saw the price effect in soybean oil. You know that was something that happened. The tremendous amount of volatility going all the way back to what was it, mid June, roughly where we saw that initial run and then that big gap higher. But this is the policy that we need is incentivizing using US Grown product and not product that's imported from other countries. https://www.youtube.com/watch?v=_Qdn5jTZsAU .
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Energy — petroleum prices eased on U.S. inventory builds and supply expectations, supporting potential relief in farm fuel costs 1 Os preços do petróleo encerraram o pregão desta quinta-feira em queda após notícias de um aumento nos estoques dos Estados Unidos. Os contratos futuros do tipo Brent caíram para o menor valor desde 20 de agosto. https://www.youtube.com/watch?v=Wk66iHpCF1o .
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Equipment — producers continue to face high machinery costs; examples cited include X9 combines and other large equipment roughly doubling since 2020, with 150‑hp tractors reaching ~US$250k 99 Since 2020 the price of an X9 combine has doubled. Hay balers have almost doubled. Forage Harvesters have doubled. 150 hp tractors are over 250,000 and Deere has kept rolling in money. Net income. 2020: $2.75 billion 2021: $5.96 billion 2022: $7.13 billion 2023: $10.15 billion 2024: $7.11 billionhttps://www.reddit.com/r/Agriculture/comments/1n96kss/comment/nckqo1d/ .
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Fertilizer & machinery costs under tariffs (U.S.) — industry reports linked tariff policy to higher fertilizer and machinery prices, squeezing farm margins 98 ‘The teeth of the tariffs’ take a bite out of ag, as fertiliser & machinery prices risehttps://www.reddit.com/r/Agriculture/comments/1n9p9x9/ 97 ‘The teeth of the tariffs’ take a bite out of ag, as fertiliser & machinery prices risehttps://www.reddit.com/r/Agriculture/comments/1n9p9x9/ .
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Bio‑fertilizers/biostimulants — commercial offerings (e.g., seaweed/lithothamnion blends; balanced macro‑/micronutrient formulations) are promoted for root vigor and metabolic support; confirm registration and provenance when purchasing, and follow label conditions ( 2 Cultive mais com o Nobre Alga Mais da Fecoagro. Um fertilizante completo que contém alga marinha, litotâneo. Tecnologia que promove ativação biológica do solo e estimula o enraizamento das plantas. O resultado? Mais produtividade para a sua lavoura, mais renda para o seu negócio e mais sustentabilidade para o planeta. Invista na adubação de base da sua cultura com o Nobre Alga Mais e o retorno será em produtividade. Disponível nas cooperativas filiadas à Fecoagro. https://www.youtube.com/watch?v=Wk66iHpCF1o 15 É muito importante a gente conhecer a praga ou a doença ou o que você interessa no sentido de nutrição da planta. Saber de onde está adquirindo esses bioinsumos se for um produto comercial que esteja registrado pelo Ministério da Agricultura. https://www.youtube.com/watch?v=YCnT-Uike3U ).
Forward Outlook
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U.S. harvest logistics & risk — expect periodic frost threats across the northern Plains and continued Eastern Corn Belt dryness through late September; anticipate light‑loading on the Lower Mississippi if Ohio River contributions remain weak, adding freight costs and timing risk 49 It's been historically cold. In fact we've really flipped a script here from the usually September very warm and now we're some of the coldest temperatures we've ever seen in September for some areas here. And you know we take a look at even this morning the areas I have highlighted in blue. That's where some localized instances of some frosts were noted. That's very unusual even into the northern Plains this time of the year. https://www.youtube.com/watch?v=ANTtTcs1JEA 47 So now we're kind of getting into mid September here. Unfortunately, you can see that doesn't bring a whole lot of relief into the eastern act belt. Does that mean if you're in the browns, that you're dealing with zero rain chances? Well, it's probably not zero. There probably can't be some pesky rain there. But as far as anything above normal, likely not going to happen. And that's why I thought those. The. The drought monitor could even deteriorate a little bit there. You can notice on the left hand side that the temperature is there. https://www.youtube.com/watch?v=ANTtTcs1JEA 70 Low flows there are often translated into reduced water levels downstream, demonstrating the principle that you are only as strong as your weakest link in river transportation. https://www.youtube.com/watch?v=9IUi8QO8Dmw .
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USDA reports — September crop readings may not meaningfully pull headline corn yield off August levels given limited mature samples; later reports will integrate more ear weight and harvest data 31 No, actually I don't. And the reason is, is that I don't anticipate there's going to be enough of the crop that is mature enough for them to actually harvest to get those types of samples. And so what they're instead going to do is they're going to rely on ears per acre in making their decision as well as, you know, some of the satellite imagery data, the NDVI numbers and of course the, the farmer survey. And I think that might be enough to get us to come down a little bit, but I really don't think we're going to come down very much. https://www.youtube.com/watch?v=8hHFH5yJuio .
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Soy demand — absence of early‑season Chinese buys keeps U.S. basis weak, particularly in the Northern Plains/PNW corridor; ANEC sees strong September Brazil shipments, maintaining export competition near term 42 That's not happening. So you're going to have facilities in those areas that, that not only have poor basis, but some of them are just going to go no bid, because they've got nowhere to go with soybeans. https://www.youtube.com/watch?v=KZWahRRvsYw 55 Em setembro, a ANEC projeta que os embarques de soja totalizem 6,75 milhões de toneladas. O volume representa um crescimento de 30,8% na comparação com o mesmo período de 2024. Para o milho, a associação estima que sejam embarcadas 6,37 milhões de toneladas. https://www.youtube.com/watch?v=Wk66iHpCF1o .
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Biofuels policy timeline (U.S.) — EPA is expected to finalize 2026–2028 RVOs by Oct 31; the proposal expands biomass‑based diesel volumes by ~67% from 2025 levels. Treasury guidance for 45Z (with a North America feedstock ring‑fence and removal of ILUC penalty) would unlock stalled crush/renewable diesel investments 37 Censky says they also need finalized RVO levels from EPA, which are expected by October 31st. We can finalize the volumes that have been proposed by the EPA and they propose to expand biomass based diesel volumes by 67% from 2025 levels. So really historic announcements about the volumes that really give potential here for the for the biomass based diesel industry. https://www.youtube.com/watch?v=n_wBb26A95s 34 And so I think we're still on track to maybe expand production by about 25%. But what about that other 5%? And I think those projects that are on hold, if we can finalize the volumes that have been proposed by the EPA and they propose to expand biomass based diesel volumes by 67% from 2025 levels. So really historic announcements about the volumes that really give potential here for the, for the biomass based diesel industry. So we're talking biodiesel and renewable diesel. I think you could see that 5% come back onto the boards and could see that construction take place. But right now, until those are finalized, I don't think we're going to see that. https://www.youtube.com/watch?v=9Tu-QHoq-8w 33 And then number two, we removed the indirect land use change penalty. And this gets a little bit wonky, but basically it has been an arbitrary calculation made to say that if we produce or use more biofuels in this country, that incentivizes production around the world. And that was a penalty against our domestic producers. We're charged that indirect land use change penalty, but foreign producers and foreign fuels were not. And so we were successful in eliminating that. And that had the effect of basically doubling the value of the tax credit value for either biodiesel or renewable diesel made from soybean oil. https://www.youtube.com/watch?v=9Tu-QHoq-8w .
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Brazil planting & weather — in Mato Grosso and adjacent Center‑West, consider delaying soybean planting until late September–early October to leverage the onset of 100–200 mm rains and avoid high soil temperatures; earlier (11–20 Sept) showers are expected to be light/spotty 3 Pois é, tem que esperar um pouco porque vai encontrar um solo seco com temperatura elevada. A gente vê aqui o mapa de umidade do solo abaixo de 20%, principalmente na região centro-oeste. Nos próximos cinco dias a gente não tem chuva. A coisa só começa a mudar lá pelo dia 11 a 15 de setembro, onde as primeiras pancadas de chuva já chegam no oeste de Mato Grosso do Sul, Mato Grosso e Rondônia, principalmente lá na região de Juína. Então, esse pessoal aqui já pode pensar em começar a semear a partir de domingo. E quando a gente olha de 16 a 20 de setembro, as chuvas até se mantém no oeste de Mato Grosso, avançam para regiões centrais, mas lembrando que não é chuva volumosa. Para a gente ter uma ideia melhor do estado de Mato Grosso, vamos olhar para um importante município produtor, o principal, Sorriso, onde Tem um pouquinho de chuva lá pelo dia 17 e 18, mas é uma chuva que mal somou 10 milímetros, porque a chuva só vai ganhar ritmo na região na virada do mês, pegando aí a última semana de setembro, começo de outubro. E a atenção fica, porque até começar a primavera, as máximas aí vão ficar oscilando perto dos 40 graus e a temperatura do solo vai lá pra cima. E aí por que que é importante? Olhando pra outubro, a máxima já vai caindo, ficando pra 32, 34, porque também aí sim, chuvas de 100, 150, 200 milímetros já começam a ocorrer na região. Então, a gente sabe que o produtor sempre quer se antecipar, mas segura um pouquinho, espera começar a primavera, porque a chuva vai vir num bom volume pros nossos amigos de Mato Grosso. https://www.youtube.com/watch?v=Wk66iHpCF1o .
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Trade frameworks — EU–Mercosur approval steps continue (signature targeted by year‑end); Japanese commitments add near‑term U.S. export potential. Monitor U.S.–China negotiations, as retaliatory tariffs and purchasing directives continue to reshape soybean flows 25 Segundo o presidente da Apex Brasil, a expectativa é que o texto pode ser assinado até o fim deste ano. https://www.youtube.com/watch?v=BFHK6PVM02I 91 So President Trump on Thursday finalized a trade agreement with Japan. The the deal includes a 15% tariff on Japanese imports and a pledge from Tokyo to establish a $550 billion US investment fund. The agreement, first reached in July, had been delayed as Washington and Tokyo negotiated final terms. As part of the deal, Japan committed to purchasing an additional $8 billion in U.S. agricultural products annually, including corn and soybeans. During Japan's 2425 marketing year, corn imports from from the U.S. totaled 512 million bushels. https://www.youtube.com/watch?v=_Qdn5jTZsAU 6 Em meio ao tarifaço dos Estados Unidos, as exportações brasileiras para o país caíram 18,5% em agosto. Segundo o Ministério do Desenvolvimento, Indústria e Comércio, este foi o maior déficit do ano nas transações comerciais bilaterais. Enquanto isso, as vendas para a China, México e Argentina registraram forte alta. As exportações para os Estados Unidos somaram US$ 2,760 bilhões no mês passado, contra US$ 3,390 bilhões no mesmo período do ano passado. Já as importações norte-americanas chegaram a US$ 3,990 bilhões, gerando um déficit de US$ 1,230 bilhão, o maior de 2025. Entre os produtos mais afetados estão café, aeronaves, açúcares e derivados de petróleo. No acumulado do ano, o prejuízo das transações comerciais com os Estados Unidos atinge US$ 3,4 bilhões, alta de 370% frente a 2024. https://www.youtube.com/watch?v=Wk66iHpCF1o .
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Protein markets — Brazil’s beef exports remain on record pace despite U.S. tariffs, with China absorbing more product; U.S. cattle prices have corrected from contract highs and may see seasonal supply increases into Sept/Oct 22 Mesmo com o tarifaço dos Estados Unidos já em vigor, as exportações brasileiras de carne bovine encerraram agosto em ritmo positivo, com mais de 268 mil toneladas embarcadas. O número representa um novo recorde para o período. https://www.youtube.com/watch?v=too23Ui3TJE 88 On the cattle side of the balance sheet after hitting an all time record contract high in October live cattle at 242.07. We've seen some corrections since then and now appear to be trending sideways in October live cattle. So time will tell here. https://www.youtube.com/watch?v=9IUi8QO8Dmw .



Protocol Development
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Mempool relay policy vs consensus rules. Current disputes are about node policy (transaction relay/mempool) rather than consensus validity. Core maintainers argue that certain consensus‑valid but historically non‑standard transactions (e.g., very large OP_RETURN/inscriptions and sub‑1 sat/vB) are being mined via out‑of‑band paths, introducing centralization risk (reduced visibility, poorer fee estimation for nodes) if default relay does not account for this 17 The current debate is over policy rules, specifically mempool transaction relay rules. It's not actually over consensus rules. And in that situation it's very much what your node is running mostly affects yourself. The core maintainer's argument is that valid transactions that have historically been considered non standard bitcoin core and have not been relayed by bitcoin core are getting confirmed anyway and they're going directly to miners. And the result is you have potential centralization risks where, where transactions are going out of band and no one sees those transactions until after they're mined and other miners can't compete with them and node operators can't do accurate fee estimation. If we actually have a high fee environment which we obviously do not have right now. And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. So on a technical basis that's what the argument's over. https://www.youtube.com/watch?v=ZALtLBpSeic 16 The core maintainer's argument is that valid transactions that have historically been considered non standard bitcoin core and have not been relayed by bitcoin core are getting confirmed anyway and they're going directly to miners. And the result is you have potential centralization risks where, where transactions are going out of band and no one sees those transactions until after they're mined and other miners can't compete with them and node operators can't do accurate fee estimation. If we actually have a high fee environment which we obviously do not have right now. https://www.youtube.com/watch?v=ZALtLBpSeic 15 And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. https://www.youtube.com/watch?v=ZALtLBpSeic . Alternative implementations that relax filters aim to relay a broader set of transactions at the cost of accepting some centralization and estimation trade‑offs 13 So CORA is that side, the non core pro knot side is more or less that yes, they can be mined anyway we're willing to take the centralization risk and that trade off that comes with it and the lack of accurate fee estimation estimation. If you are running a node to just make it a little bit more difficult and more expensive for these transactions to happen. https://www.youtube.com/watch?v=ZALtLBpSeic .
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OP_RETURN defaults context. Gloria Zhao reiterated that the recent OP_RETURN defaults discussion “has absolutely nothing to do with wanting arbitrary data stuffed in the chain,” pointing to the PR commentary for details 95 Some people seem to have missed the summary accompanying the OP_RETURN defaults increase, so I’ll post it here again. It has absolutely nothing to do with *wanting* arbitrary data stuffed in the chain.https://x.com/glozow/status/1963994804997537830 94 https://github.com/bitcoin/bitcoin/pull/32406#issuecomment-2955614286https://x.com/glozow/status/1963994806083875049 .
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Arbitrary data can’t be reliably banned by policy alone. A conference talk summarized BitMEX Research’s view that encodings can embed arbitrary data (even image payloads) into standard structures like keys; preventing it would imply forbidding normal primitives, which is not feasible within Bitcoin’s current design 41 So Bitmex research Johnny, shout out to Johnny finally did a write up and tried to be as articulate and as pedagogical as is possible to show you guys that it is not possible to prevent arbitrary data from getting inserted into the blockchain. You can literally invent encoding schemes that puts the image data in private keys and makes those private keys vulnerable such that you can still embed images into the blockchain. If you want to stop image data, arbitrary data from getting into the blockchain, you're going to have to ban bitcoin addresses, you're going to have to ban bitcoin private keys and you're harassing people like Kalle. https://www.youtube.com/watch?v=BTMVvoQSm4w .
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Covenants and soft‑fork pathfinding. A soft fork is a backward‑compatible rule change that lets non‑upgrading nodes stay on the same chain 39 So first, what's a soft fork? So it's essentially a way that we can change Bitcoin and it's backwards compatible. And kind of what that means is it ensures that nodes who have not upgraded their software to adopt the software can remain on the same blockchain as those that have kind of adopted the fork. https://www.youtube.com/watch?v=OGrRMT40NI0 . Script is intentionally limited (no native future‑spend constraints or in‑script proof verification within block limits), constraining on‑chain programmability 38 It's essentially a scripting language, for lack of a better term, the execution environment that, that dictates the rules that transactions have to be abide by to be considered valid transactions. And it's intentionally limited, so it's not really expressive like other scripting languages used in other blockchains. And that lack of expressiveness is a feature because it can, you know, prevent kind of things like malicious forms of MEV and things of that nature. So it's intentionally limited. https://www.youtube.com/watch?v=OGrRMT40NI0 37 So what do we mean by limit it? Right. So for example, there's no future spending constraints, so I can't restrict the way that a bitcoin will be spent in the future. We can't do native proof verification. So I can't verify something called a zero knowledge proof or a validity proof within a single bitcoin script that fits in the block size limit due to like the limitations in the scripting capabilities. https://www.youtube.com/watch?v=OGrRMT40NI0 . CheckTemplateVerify (CTV) is discussed for simpler vaults and safety rails (future‑spend restrictions), and for reducing interactivity in constructions like ARC 36 These like we talked about on the CTV panel vaults. So we can build things like vaults today by doing these huge pre signed transactions like emulate them. But if we add CTV we can decrease the complexity and make it a lot more user friendly and give users the ability to just dictate the way that UTXOs can be spent in the future. Add like a safety, like a safety feature, like if, if you want to have like a fallback undo button. CTV makes this a lot easier and reduces the complexity to build these things to make it easier for users. https://www.youtube.com/watch?v=OGrRMT40NI0 35 Things like L2s like arc where users have to come on periodically to join in something called a batch output transaction to maintain custody of their funds. CTV can limit some of the interactivity requirements and make it easier for users to participate in these types of transactions. https://www.youtube.com/watch?v=OGrRMT40NI0 . Additional proposals such as OP_CAT and state‑carrying covenants could enable on‑chain verification of L2 state rather than relying on federations, but may introduce new risks (e.g., MEV‑like dynamics that could pressure miner centralization) 34 Roll up bridges, roll ups work today on Bitcoin they exist and we can rely on things like bitvm. They give us this like permissioned one of n assumption, but it's still a federation in the sense that not anybody can participate. And this becomes much better if we have something like opcat where we can have state carrying covenants and things like called native proof verification. So we can use an on chain smart contract to verify the state of the L2 system instead of relying on a kind of permission system that executes that off chain. https://www.youtube.com/watch?v=OGrRMT40NI0 31 Yeah, there's maybe unintended consequences. So for example, if we implement something like opcat, are we able to build expressive enough scripts to introduce things that by a product of that do things like mevl, where there's. Which can increase minor centralization. https://www.youtube.com/watch?v=OGrRMT40NI0 . Speakers noted social consensus is the bottleneck; delaying decisions increases ossification risk 32 Like why aren't we going to add all these fancy opcodes to verify snarks and do better bitcoin staking and improve a lot of the assumptions with self custody? Social consensus is just really, really, really hard. People want different things. Roll ups want snark verification. People building potentially on ARC want different types of opcodes. So these conflicting wants between different application teams means that everyone in the space has different priorities. And now we're getting into a situation where nation states and institutions and everybody are coming into the space. So we kind of have this last point where this might be the last time that we can actually kind of coordinate a upgrade to the Bitcoin protocol. And failure to move on that right now means that we're closer to ossification. And I would recommend that we don't do that. https://www.youtube.com/watch?v=OGrRMT40NI0 27 But what I will say is that if you're interested in using Bitcoin as peer to peer cash in online Internet markets and kind of in person retail transactions, a soft fork is going to make that a lot easier and incentivize better applications and better and more developers to come build on Bitcoin. So it just depends on what you want. https://www.youtube.com/watch?v=OGrRMT40NI0 .
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Inscriptions/fee market observations. On‑chain JPEG inscriptions rose from ~88M (May) to ~105M four months later (~20% increase), primarily using Taproot inscriptions 107 in may there were 88mil JPEGs in the chain, now 4 months later, there are 105mil JPEGS, a 20% increase. in may 7000btc fees had been paid, at $100k btc that’s $700m or an average of $8 per JPEG. they are primarily in taproot inscriptions. (@BitMEXResearch data)https://x.com/adam3us/status/1963835584377442653 . One estimate attributed ~1% excess fees vs. normal transactions and roughly ~1.5% of combined fee+reward (estimated from reward only) to this activity; persistently higher fees encourage miner investment in hashpower 103 @ BitMEXResearch that’s about 1.5% of the fee market. note fees are not simple: blocks are not always full, the spam displaced other transaction fees, lets pick a crude estimate 1% of excess fees from spam vs transactions. if fees are persistently higher miners invest in buying more ASICs, andhttps://x.com/adam3us/status/1963840781682184361 84 @ BitMEXResearch 1.5% of the fees AND reward. the bulk of which is reward still. i actually estimated from reward only.https://x.com/adam3us/status/1963867320188645610 .
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Governance primacy of validating nodes. Several reminders from prior conflicts: economic nodes enforce consensus; miners can’t unilaterally change protocol; market forces decided the block‑size dispute 106 @ BitMEXResearch protocol rules are enforced by economic nodes, miners are just service providers; miners cannot change protocol rules. (everyone learned that counter-intuitive fact during the block-size wars). proof of work, hashrate and bitcoin price come from the real world. there are signalshttps://x.com/adam3us/status/1963836435426885805 104 @ BitMEXResearch the block-size war was won by the market, users set the price in the market. (the protocol can measure consensus valid hashrate which reacts to price. users said NO via the economic force of the market. miners followed, as they are just service providers)https://x.com/adam3us/status/1963837986165895444 .
Bitcoin is owned by humanity, the protocol developers are stewards, and need consensus from users to change it materially. bitcoin is about money, spam has no place in the timechain. what defaults the bitcoin core project puts in the reference client matter in this.
Lightning & Layer‑2 Progress
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LN router economics: automation is trending but naive “safe, high‑fee” strategies cut volume and lower total revenue. More sophisticated fee automation is needed for better router yield 102 There has been a trend towards automation of LN fee rates to simplify management overhead for router nodes. The early algorithms have focused on safer, higher fees, at the cost of total volume. But this actually results in lower revenue, so we need more sophisticated automation.https://x.com/alexbosworth/status/1963963866632913266 . Technical significance: smarter dynamic pricing could improve network liquidity and forwarding reliability.
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User‑level Lightning. Fees are typically very small and settlement is near‑instant, but users must pre‑provision channels/liquidity to have a usable spending limit 49 The fees on lightning are very small, and the speed is almost instant. But requires a bit of preparation to make sure you have a usable spending limit available on lightning.https://www.reddit.com/r/Bitcoin/comments/1n99j18/comment/ncl3zg8/ . Multiple payment layers (e.g., Lightning) extend Bitcoin’s transactional throughput, with popular mobile implementations such as Wallet of Satoshi and Phoenix 48 Multiple payment layers allow Bitcoin to do what you think it can't. The Lightning Network allows bitcoin to be sent and spent extremely fast with very low fees. Multiple mobile phone apps like Wallet of Satoshi and Phoenix, allow this.https://www.reddit.com/r/Bitcoin/comments/1n99j18/comment/nckz43w/ .
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Overlay protocols and trade‑offs (ARK/“arkade_os”). Summary from discussion: arkade behaves like an overlay‑mempool system; unilateral exits exist but their cost‑effectiveness depends on vTXO size; VM state transitions rely on cooperating servers. Zero‑conf‑like swaps reduce latency but introduce reliance on the operator batching users; if servers don’t cooperate, users may face double‑spend/collusion risks akin to statechains 99 1: IIUC the arkade part is basically some overlay mempool type thing, you have exit, but whether or not it’s economical depends on the size of your vtxo. The arkade specific stuff relies on server cooperation for vm related state transitionshttps://x.com/roasbeef/status/1964068796626587732 100 @ theinstagibbs 2: swaps w/o waiting for a conf is basically zero conf, slightly diff tho as you rely on the server to let you into the next batch so you can gain a newly rooted vtxohttps://x.com/roasbeef/status/1964069349821382903 98 in theory if they don’t, you’re vulnerable, as the normal double spend collusion caveat applies w/ statechainshttps://x.com/roasbeef/status/1964069349821382903 101 would still like to know how their arkade_os maps to unilateral exit. I suspect it basically doesn’t because it can’thttps://x.com/theinstagibbs/status/1960427536455712796 . Impact: faster UX at the expense of stronger trust/minimization.
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L2 status and requirements. One talk asserted only two Bitcoin L2s are in production today: Lightning and Spark 28 So if you kind of remember last year there was like tons of interest in like Bitcoin L2s and doing all this stuff, you can actually there's only two protocols in production that you can consider them to be L2s. One is called Spark, the other is called the Lightning network. https://www.youtube.com/watch?v=OGrRMT40NI0 . Trust‑minimized L2s need data posted to Bitcoin (data availability), preserving miner fees while allowing off‑chain sequencing/business models 29 And then there's another thing where you have trust minimized L2s. So you have this kind of other flywheel. You know, degeneracy on chain. Degeneracy is not really like Bitcoin has really slow block time. So maybe trading like meme coins on bitcoin isn't great and people get annoyed by that and they call it spam. So let's take that off chain and give people like a similar L1 custody assumption. In an L2 environment, the app devs can make money because they're running sequencers and can accrue value and then the fees will still go to miners. Because to build a trust minimized L2 we need to post the data to Bitcoin. That's like a requirement of that. So we can still put transactions on Bitcoin that pay fees to miners and we kind of have this like the, the, the, the degens get what they want, the app devs get what they want and the miners are still getting paid. https://www.youtube.com/watch?v=OGrRMT40NI0 . CTV could lower interactivity in some L2s and enable on‑chain slashing for Bitcoin staking scripts (today emulated via committees, which can collude to avoid slashing) 35 Things like L2s like arc where users have to come on periodically to join in something called a batch output transaction to maintain custody of their funds. CTV can limit some of the interactivity requirements and make it easier for users to participate in these types of transactions. https://www.youtube.com/watch?v=OGrRMT40NI0 33 And then things like Bitcoin staking which are now being used today to help secure some L2 networks. They work today. You can enter into bitcoin staking scripts but because you're working with a, a pre. A CTV emulation committee, malicious stakers can actually collude with the committee signers to avoid slashing and CTV can better and like enforce programmatic slashing into Bitcoin. Staking. https://www.youtube.com/watch?v=OGrRMT40NI0 . Caution: more expressive opcodes like OP_CAT may also enable MEV‑like vectors and miner centralization pressures 31 Yeah, there's maybe unintended consequences. So for example, if we implement something like opcat, are we able to build expressive enough scripts to introduce things that by a product of that do things like mevl, where there's. Which can increase minor centralization. https://www.youtube.com/watch?v=OGrRMT40NI0 .
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Ecash overlays (Nostr + Cashu). NPUB Cash turns any Nostr npub into a Lightning address; the service originally held bearer Cashew tokens server‑side (next‑in‑line custodian while the mint is ultimate custodian) 4 So NP cache. The idea basically is a lightning address for everyone based on NASA and Cashew. So if you ever like had a different lightning address, you know that it's like you need a web service of some sorts to like host it, right? Usually that is done via custodian. That's probably where most people get their lightning addresses. You can do it yourself, but you require like an LN URL server. It's. It's a bit of a headache to set up with a personal, like private node on Tor and stuff. So when I started working on Cashew, the thing that I love the most, and also Noster is the thing that I love the most about these two protocols is like everything is public infrastructure, right? You don't. You don't need to do your own stuff. You can do your own stuff, right? But like with relays out there with that don't require like you to set up something yourself. You could just communicate with them and cacher has the mins. You can just communicate with them without having to set up something yourself. You can use public infrastructure to just build things. So I was like, okay, maybe we can build a lighting address on that. And turns out we were able to do that. So that's basically unpub of cache. It's a lighting address that does not require signup that just is based on your nostril identity that uses NASA public keys and private keys for authentication. And if you have an OSTER account, you have an NPUP cache lighting address because it's your npup at npub cache is already your lighting address. So if I know your endpub, I can, I can zap you and you can redeem the set later on. https://www.youtube.com/watch?v=NJIihWy_iAA 3 So, so right, like in the, in the, in the base case, because the mint is the real custodian. I mean, it also depends on like, how do you define custodian with the base setup that is like the most compatible setup, Endpoint cache, the server is in possession of the cache approves. So it. Okay, it's holding the bearer IO. Yes, exactly. So it is not technically like the mint is still the custodian, but like Endpoint cash is the next in line custodian. https://www.youtube.com/watch?v=NJIihWy_iAA . Security enhancements lock tokens to user pubkeys so the server cannot spend them 2 Then with, with cashier there's pay to public key, for example, where you can like lock tokens to a certain public key. So whoever holds the token will not be able to redeem it with the mint without actually signing for it as well. So with that NPOD cash can actually like not be in the like the next in line custodian anymore, basically. So if the token is locked to your public key, even NPOP cash couldn't spend it and it's actually very good for NPOP cash as well, because it's not in honeypot anymore. Right? https://www.youtube.com/watch?v=NJIihWy_iAA . The experimental NPUBX design stores mint quotes (secrets) instead of pre‑minted tokens so clients redeem directly, further reducing server custody 1 There's even more nuance because now there's NPUB X cache, which is the nightly version of npub cache v2. Basically the reason why we build it on a different or I build it on a different domain is because obviously I didn't want to break it for people that currently use it. But there's the experimental NPOPX cache that works in a completely different way. Like from the outside it still works. It looks like the exact same thing, but on the inside it is actually not even creating tokens, cash tokens. It is just like creating a Mint quote with the Mint. So basically requesting an invoice and then storing the secret that is used to redeem that invoice with the Mint. And then a cache wallet can actually go there and redeem the token themselves. https://www.youtube.com/watch?v=NJIihWy_iAA . Significance: federation/ecash overlays can improve UX and privacy but introduce operator/mint trust; multi‑mint and key‑lock features mitigate some risks.
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UX signals. A Spiral podcast highlighted the importance of simple addresses/UX and a community shift toward sats as the everyday unit—helpful for small payments and mental accounting 93 On 21 in 21, @ ConorOkus shares his journey from footballer to @ spiralbtc PM, what he looks for in grant applications, why UX & easy bitcoin addresses matter, the ₿ vs sats shift, and advice for new contributors. https://x.com/PresidioBitcoin/status/1963997588082053496 .
Infrastructure Updates
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Node software releases and choices.
- Bitcoin Knots v29.1.knots20250903 released. Users are urged to verify downloads; tag: v29.1.knots20250903 97 Bitcoin Knots 29.1.knots20250903 released! 🎉https://x.com/BitcoinKnots/status/1964053737997262922 96 Be sure to verify your download(s)!https://x.com/BitcoinKnots/status/1964053737997262922 88 https://bitcoinknots.org/?29.1?twitterhttps://x.com/BitcoinKnots/status/1964053737997262922 87 @ martindale @ Dennis_Porter_ @ LarryBitcoin The tag for v29.1.knots20250903 is v29.1.knots20250903https://x.com/LukeDashjr/status/1964122544723857454 . The last 21.x Knots (v21.2.knots20210629) has known security issues; version numbering moved from “0.x” to “x” by dropping the leading zero 85 @ martindale @ Dennis_Porter_ @ LarryBitcoin Nobody supports versions that old anymore. Why are you trying to use them? The last 21.x Knots was v21.2.knots20210629 - but it has known security issues…https://x.com/LukeDashjr/status/1964123228890140820 86 @ martindale @ Dennis_Porter_ @ LarryBitcoin The leading zero was simply dropped.https://x.com/LukeDashjr/status/1964133931160104994 .
- Wasabi Wallet v2.7: stabilization update, improved node integration, “smarter” coordinators, UI refresh, and bug fixes. Update notifications and verification are now distributed via Nostr relays to reduce reliance on centralized channels; best practice remains PGP verification 22 Software update here From Wasabi version 2.7 has been released. Stabilization update that boosts reliability while bringing a fresh look and smoother performance. Performance enhanced node integration, refreshed UI one config slash network, smarter coordinators and many bug fixes. https://www.youtube.com/watch?v=ZALtLBpSeic 21 Well, one thing Wasabi has done, which is I think really clever is, and they've done this in the past is when an update happens, you get notified in the app and then it automatically does the verification for you on the next release and make sure it's signed. Because most people aren't actually checking PGP signatures. Obviously it's strictly better for you to actually check PGP signatures yourself. Usually if you use an app store, it's doing the verification for you, but obviously then you're trusting Google to do the verification or Apple to doing the verification. In this case, the way the verification is handled is the actual app you already have installed is locally doing the verification, operating under the belief that if you already have it installed, you already been using it, it's probably not a malicious app, it's probably the correct one and so it can verify the next one. Those updates were getting sent by a centralized server. I think GitHub was involved in the process and now it's all being delivered via Noster relays. So they've distributed that out. I think that's a very clever mechanism. https://www.youtube.com/watch?v=ZALtLBpSeic . Sparrow is desktop‑only; beware fake mobile apps—install from sparrowwallet.com and verify signatures 20 But oh yeah, wait, real quick. Sparrow is only available on desktop. It's not available in app stores. There's fake Sparrow wallets and app stores. Don't download those. Those are fake. The only Real Sparrow is sparrowwallet.com and best practice on first install is to do a PGP signature verification. There is a guide there on how to verify it, but then after you do it the first time, or you can just. You're probably fine if you just download and don't verify it. So don't let that hold you back. https://www.youtube.com/watch?v=ZALtLBpSeic . Node platforms like Start9 make it easy to select Core vs Knots and adjust configs; operators can also run Core in blocks‑only mode (no mempool) for reliability preferences 18 But I would like to see more options available. And I will say that Start nine makes it really easy to to choose if you want to run knots or core, or if you want to run core blocks only mode. And they make it really easy to update your config file. And from a 1031 perspective, we're proudly the largest investor in Start9. https://www.youtube.com/watch?v=ZALtLBpSeic 19 So if you are using these things in production and you, you know, you really need like reliable uptime or whatnot, you do have the option of running Bitcoin core in blocks only mode and just doing no Mempool whatsoever. And then you're not relaying any transactions, you're just simply downloading mined blocks, which is not necessarily a bad option, depending on how you fall on this stuff. But yeah, users have many options. https://www.youtube.com/watch?v=ZALtLBpSeic .
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Client incident: Blockstream app/Jade reports. Multiple users reported wallet login/loading failures across platforms, sometimes with on‑chain accounts visible while Lightning accounts failed to load; app warnings cited “network issues,” and one user could not restore to a fresh device during the incident. Logs showed repeated empty UTXO results; users noted lack of timely public status updates 71 Is yours also stuck on this same Loading Wallet screen?https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/ncmsdfy/ 70 yes i've used it, seems like an outage right now on their endhttps://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/ncmtbiv/ 56 Edit: Maybe it's specific to lightning network and their Greenlight system. It's loading on-chain now but not my lightning wallet.https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/ncn44ae/ 55 It's intermittent now. I can see my on-chain and my Lightning wallet sometimes and there is a message in the app "Warning! Some accounts cannot be logged into due to network issues. Please update the Blockstream App and try again later." Been like this for a couple of hours now. Verified my Electrs instance is up and fully functional and my Bitcoin Core node is fully sync'd and operational. Weird there isn't more information about the problem.https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/nco0is0/ 54 Removed my personal Electrum server configuration from the mobile app and it still bombs out on "Logging in..." so it isn't a local issue.https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/nco0is0/ 53 Same for me, I can add that all devices are stuck (Mac, Windows, ios, android) ... looks like an issue with Blockstream side their back-end. Looking at the app logs on the Mac, seeing this repeating.https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/ncne2nu/ 52 14.122 INFO - GDKRUST_call_session get_unspent_outputs output "Ok(Object {})"https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/ncne2nu/ 51 Filed a support ticket using the online support link. Can't restore wallet either to a fresh device using seed phrase or access hot or Jade wallets.https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/ncne2nu/ 50 Zero updates on X from blockstream ... Really disappointing.https://www.reddit.com/r/Bitcoin/comments/1n9h95e/comment/ncne2nu/ . Technical takeaway: avoid single‑vendor dependencies for critical access; ensure alternate wallet paths and backups work under service degradation.
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Mining and physical infra. A “Hash Hut: Texas Edition” test video circulated; one observer praised operators for actively fixing “filters” while others “LARP” 92 Hash Hut: Texas Edition shop testing underway #Bitcoinhttps://x.com/SGBarbour/status/1963657883847168113 91 https://x.com/SGBarbour/status/1963657883847168113 90 While some miners are just whining and LARPing, this miner is actually putting in the work to fix the filters. 👏👏👏 https://x.com/SGBarbour/status/1963657883847168113https://x.com/lopp/status/1964034316159033805 . Impact: ongoing industrialization and operational improvements at mining sites.
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Network health snapshot. At block height 913,191 with ~57 blocks to the next retarget, an estimated +5.4% difficulty adjustment was cited; average block interval ~9m29s during the sample. One mempool instance showed ~5,975 transactions and ignored sub‑1 sat/vB transactions in that view 26 Oh, I was, I was loving that we were recording today we're a block height 913, 191. Which means we are only 57 blocks away from the next difficulty retarget. https://www.youtube.com/watch?v=ZALtLBpSeic 25 Sats per dollar time between time till the next difficulty adjustment and the estimated difficulty adjustment and the estimated difficulty adjustment for later tonight is 5.4 upwards adjustment. https://www.youtube.com/watch?v=ZALtLBpSeic 24 Blocksman coming in at 9 minutes and 29 seconds on average. https://www.youtube.com/watch?v=ZALtLBpSeic 23 Clark's teeny weeny mempool which isn't recognizing sub one sat per V byte transactions has 5,975 transactions in it. Man pulled out space 94, 501. https://www.youtube.com/watch?v=ZALtLBpSeic . Empty blocks were also noted as periodically occurring 79 Yes. Empty blocks actually occur now from time to time.https://www.reddit.com/r/Bitcoin/comments/1n9ipuu/comment/ncn2n40/ . Anecdotally, a user reported a 24‑minute confirmation for ~$0.25 in fees, consistent with currently light mempools in some periods 57 I'm transfering cash from brokers and EFT took 24h at best for 5$. Bitcoin took 24 minutes at worst for 0.25$.https://www.reddit.com/r/Bitcoin/comments/1n99j18/comment/ncl4rbb/ .
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Peer behavior anomaly. An investigation described peers with version timestamps behind by up to ~5,100 minutes (noted on Core v27.1/v27.2), triggering Libbitcoin to drop them. A maintainer acknowledged and said they would fix; full write‑up linked 47 In late June 2025, Eric Voskuil reached out to me asking about a weird behaviour he had observerved on the Bitcoin network. Libbitcoin had started dropping peers which advertized an excessively off timestamp in their version message and they found that while most peers were within seconds, a handful were off by small amounts and a large number was behind by up to 5100 minutes. What’s more, all those peers were Bitcoin Core v27.1 or v27.2. [...]https://www.reddit.com/r/Bitcoin/comments/1n9ebwz/comment/nclwxmq/ 45 ty for the heads up, will fixhttps://www.reddit.com/r/Bitcoin/comments/1n9ebwz/comment/nclzko7/ 46 https://antoinep.com/posts/misbehaving_nodes/https://www.reddit.com/r/Bitcoin/comments/1n9ebwz/ .
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Weekly engineering round‑up. Optech Newsletter #370 summarizes consensus‑change discussions, new releases/RCs, and notable infrastructure software changes 69 Bitcoin Optech Newsletter #370https://www.reddit.com/r/Bitcoin/comments/1n92mkw/ 68 This week’s newsletter includes our regular sections summarizing discussion about changing Bitcoin’s consensus rules, announcing new release and release candidates, and describing notable changes to popular Bitcoin infrastructure software.https://www.reddit.com/r/Bitcoin/comments/1n92mkw/comment/ncjdmff/ 67 https://bitcoinops.org/en/newsletters/2025/09/05/https://www.reddit.com/r/Bitcoin/comments/1n92mkw/ .
Developer Discussions
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Relay policy trade‑offs quantified. A summary framed the impasse: pro‑filter view claims significant spam reduction with minimal miner centralization; anti‑filter view claims negligible spam reduction with substantial centralization from filtering. Better measurement is needed on both effects 12 And so look and pull up this tweet Neil said, What was this? September 2nd? So two days ago, the intractability of Bitcoin's filter debate boils down to this. Pro filter spam reduction is significant. Minor centralization effects are minimal. Filters are worth the trade off. The anti filter spam reduction is negligible. Minor centralization effects are substantial. Removing filters worth the trade off. No one likes spam or minor centralization. But both sides will continue to talk past each other until more effort is made to quantify the filter's effect on spam and the filter's effect on minor centralization. https://www.youtube.com/watch?v=ZALtLBpSeic .
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Implementation diversity and operator choice. By design, Core developers cannot force upgrades (no auto‑updates), reinforcing that policy defaults affect primarily the node that opts into them 10 By default. Core devs cannot force you to do anything. There's no auto updates and. https://www.youtube.com/watch?v=ZALtLBpSeic 17 The current debate is over policy rules, specifically mempool transaction relay rules. It's not actually over consensus rules. And in that situation it's very much what your node is running mostly affects yourself. The core maintainer's argument is that valid transactions that have historically been considered non standard bitcoin core and have not been relayed by bitcoin core are getting confirmed anyway and they're going directly to miners. And the result is you have potential centralization risks where, where transactions are going out of band and no one sees those transactions until after they're mined and other miners can't compete with them and node operators can't do accurate fee estimation. If we actually have a high fee environment which we obviously do not have right now. And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. So on a technical basis that's what the argument's over. https://www.youtube.com/watch?v=ZALtLBpSeic . Knots is a Core‑derived client that filters non‑monetary transactions by design, changing relay behavior; supporters cite added decentralization choices while critics point to potential harm (e.g., the OP_RETURN episode) 14 Well, a lot of people in the space don't like what they term spam being on the bitcoin blockchain. So spam in their, the way that they define it is the jpegs, the ordinals, the inscriptions, all this kind of stuff that end up in bitcoin blocks. By definition, it is not spam. So the. If you're paying a fee for something, it's not spam. https://www.youtube.com/watch?v=VEySREc2CEk 59 Knots does not do anything useful and does a bit of harm, at least with the whole OP_RETURN debacle. At all. Many people explained this (including me, for example here: https://old.reddit.com/r/Bitcoin/comments/1n198pa/daily_discussion_august_27_2025/nb3pcca/ )https://www.reddit.com/r/Bitcoin/comments/1n8z9h0/comment/ncj0ifp/ .
“Core devs cannot force you to do anything. There’s no auto updates.” 10 By default. Core devs cannot force you to do anything. There's no auto updates and. https://www.youtube.com/watch?v=ZALtLBpSeic
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Maintainer credentials. One talk referenced contribution stats to contextualize maintainer trust: Gloria Zhao listed as the 12th most active Core contributor; Luke Dashjr the 15th 40 Look at her commit history. Gloria is the 12th most active contributor to the bitcoin core repo. This is Luke, the 15th most. And people are asking why she qualified to be a maintainer of the bitcoin code base. Because she's active. https://www.youtube.com/watch?v=BTMVvoQSm4w .
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OP_RETURN defaults clarification. As noted above, the reposted summary stressed the change was not about inviting arbitrary data 95 Some people seem to have missed the summary accompanying the OP_RETURN defaults increase, so I’ll post it here again. It has absolutely nothing to do with *wanting* arbitrary data stuffed in the chain.https://x.com/glozow/status/1963994804997537830 94 https://github.com/bitcoin/bitcoin/pull/32406#issuecomment-2955614286https://x.com/glozow/status/1963994806083875049 .
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Arbitrary data and pragmatism. Another discussion argued that reversing inscriptions/large payloads would require disruptive consensus changes (e.g., removing OP_RETURN or reducing block size), so operational pragmatism and clear local policy choices are emphasized 8 Some people get mad at me. But like I, I said this earlier this year too. I don't think there's anything we can do to reverse this outside of making blocks smaller or completely doing a consensus change that takes out opreturn or something like that. So you just have to live with what's valid via consensus. Right now I don't like the shit either, but that's the perspective I take. https://www.youtube.com/watch?v=ZALtLBpSeic .
Adoption Fundamentals
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Money properties and supply. Bitcoin implements a digital bearer asset enabling true peer‑to‑peer digital transfers without third‑party coordination; the protocol’s core properties include permissionlessness, censorship resistance, unconfiscatability, and absolute scarcity—anchored in the 21 million cap 83 It is the creation of a digital bearer asset. Now, what does that mean? So we talk about peer to peer transfers. A peer to peer transaction is where I give you something, you take it and you walk away. We don't need a third party to monitor that. I don't give that same thing to somebody else. So if I took a gold bar and I handed it to you, Danny, you took it from me, you turned around and you walked away. You have absolute assurance that that gold bar which you're holding in your hand is with you. And there is no way that I can give that same gold bar to somebody else. Why is that? Because the laws of physics prevent that gold bar from existing in more than one place at the same time. Unless you're some kind of magician or I'm some kind of magician, let's put that aside. But, you know, it's the laws of physics that prevent that from happening, right? That's the physical world. And that's why we can have peer. We can. Throughout history, peer to peer transactions were possible. Now, if I sent you a photograph over email or WhatsApp, right, I could turn around and send that same photo to a thousand other people and they would have identical copies of that. Why? Because the photo is just informational. It is just zeros and ones. And information by nature is infinitely replicable at virtually no cost. And so the only way to ensure that I don't send that same photo that I sent you to a thousand other people is by having a trusted third party monitoring my WhatsApp or my email and confirming to you that, yes, Vijay has not sent that to anybody else. Right. And that's how it has been for decades, like whatever, since we had online digital information and so on. What Satoshi solved was that he enabled you and I to transact digitally, with you in Australia and me in London, as if we were physically present. It's as if I gave you a gold bar and you took it and you took it from me and you turned around, walked away. You can do the same thing digitally right now. That is a paradigm shifting invention. https://www.youtube.com/watch?v=OLfNeRyhYjA 82 You know, there's so many attributes of, you know, there's permissionlessness, censorship, resistance, unconfiscatability and absolute scarcity, right? These are, these are the four core properties of Bitcoin, right? And they're all very, very valuable. But I think I'm one of those people that would say that the one property that is a little bit, everyone's created equal, but some are more equal than others. https://www.youtube.com/watch?v=OLfNeRyhYjA 81 The key piece that needs to be inconcorruptible is the 21 million. https://www.youtube.com/watch?v=OLfNeRyhYjA . Issuance mechanically halves: at 3.125 BTC/block today, ~3.125% of total supply will be mined this epoch; next epoch’s 1.526 BTC/block implies ~1.526% over that four‑year period 74 The amount of bitcoin distributed with each block reward approx every ten minutes is equivalent to the percentage of the total 21 million bitcoin that will be distributed during that 4 year epoch. Ex. The current block reward is 3.125 BTC, meaning that from the last halving to the next one 3.125% of all BTC will be mined. After the next halving in 2028 the block reward will fall to 1.526 BTC and during the following 4 year period 1.526% of all BTC will be mined.https://www.reddit.com/r/Bitcoin/comments/1n9kai4/comment/ncnncnh/ . Many advocates prefer sats as the practical unit (100,000,000 sats per BTC) to normalize everyday amounts 58 What if Satoshi Nakamoto’s real plan was to trick 1.2 billion people into chasing Bitcoin, while the true currency was satoshis all along? Everyone knows 1 Bitcoin equals 100,000,000 satoshis. Satoshis are the smallest unit of BTC, making it divisible and usable for everyday transactions. But here’s a thought I’ve never seen discussed: What if satoshis are not just units of Bitcoin… but the real Bitcoin? Think about it: • Bitcoin’s cap is 21 million coins. But in satoshis, that’s 2.1 quadrillion units. • If Bitcoin adoption grows to billions of people, most will never own a full BTC. They’ll hold satoshis. • Over time, the “coin” may just become a reference point, while the satoshi becomes the true currency of the network. 🧐 Imagine a future where saying “I own 0.01 BTC” sounds outdated, and instead we talk in sats: “I own 1 million sats.” 👉 Could it be that Satoshi Nakamoto designed Bitcoin so that his namesake — the satoshi — would be the actual money of the future? Arenar Study Foundation. Educating Minds, Empowering Decentralization.https://www.reddit.com/r/Bitcoin/comments/1n94byh/ 93 On 21 in 21, @ ConorOkus shares his journey from footballer to @ spiralbtc PM, what he looks for in grant applications, why UX & easy bitcoin addresses matter, the ₿ vs sats shift, and advice for new contributors. https://x.com/PresidioBitcoin/status/1963997588082053496 .
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Non‑price health indicators. Some community members recommend watching hash rate and broadening time horizons rather than focusing on short‑term fiat price volatility 89 yes. Your measuring stick is using the wrong denominator. Fiat is mushy and unstable. Look at other metrics like hash rate or purchasing power. Expand the timeline. Day to day price volatility is probably the least interesting aspect of Bitcoin. The price ratio to fiat is noise. When the price was floating from $12k to $11k does that matter now? At all? When it hits $1m will $120k or $110k matter? At all?https://www.reddit.com/r/Bitcoin/comments/1n9nzqh/comment/nco2r48/ .
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Lightning and grassroots usage. Examples include in‑person Lightning acceptance (e.g., a Tokyo food truck) and social tipping via Nostr “zaps” for content creators, indicating repeated small‑value flows over L2 7 But I actually find this really interesting because I also visited the Tokyo bitcoin base, which is where they actually teach like grassroots bitcoin adoption. You know what bitcoin is, how to custody it, how to use it. The guy outside of the Tokyo bitcoin base, there's a food truck that accepts lightning. So it's much more like, it's a bit of a different. https://www.youtube.com/watch?v=VEySREc2CEk 6 So those who aren't on Noster, it allows you to zap people which is to send them sats over lightning for their content. I don't think many people on Noster all, I don't know, 40 to 50,000 active weekly users are are proactively reporting their, their Noster zaps partially because it's just the funds aren't that high. But eventually I do believe we live in a world where people zapping each other. Bitcoin is just a far more common occurrence. So I think this lays the groundwork for something cool. https://www.youtube.com/watch?v=VEySREc2CEk 5 On Nostr, you've provided me this post. It was valuable to me. I'm going to pay you some bitcoin for it. But I think it was one of my most popular Nostr posts ever. It's got, you know, I made myself 13 bucks in Bitcoin from Zaps on that post. So, yeah, got a home of Zaps. https://www.youtube.com/watch?v=VEySREc2CEk . Note: practical access for many still funnels through KYC exchange choke points, and developers in privacy contexts have faced legal risk 80 And when you look at what's happening at the moment, with privacy developers going to jail, we have basically the only way of realistically buying bitcoin for the vast majority of people is through these sort of KYC exchange choke points. There's also like government started to stack Bitcoin or stolen Bitcoin. https://www.youtube.com/watch?v=OLfNeRyhYjA .
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Institutional infrastructure and “economic nodes.” Large custodial actors (e.g., major ETF issuers/custodians) can sway upgrade debates due to business incentives that may not align with self‑custody UX; this adds a social‑consensus layer to technical decisions 30 So in practice they hold some type of influence in the network and they're called economic nodes. And what they're doing is they can, they can kind of sway these discussions. And because their business model relies on them providing these custodial services, they have an incentive to potentially kind of block proposals that make Bitcoin easier to use in a self custodial form. So the top holders of Bitcoin, if you look at this at Strategy ibit, which is an ETF issuer, Fidelity Grayscale tether, Bitco wptc which is a custodial wrapped Bitcoin and, and more centralized institutions. So now we're getting a lot harder. So now we have this social consensus problem. Now we're involving governments and large institutions and custodial wrappers like I mentioned, that have a business incentive to potentially not allow people to use Bitcoin in a self custodial way. That is Coinbase CBBTC is really good for Coinbase's business model and having like a trustless roll up on bitcoin would be bad for them because users might prefer that over the custodial option. And then they'll use adopt, lose adoption and lose fees, et cetera. https://www.youtube.com/watch?v=OGrRMT40NI0 .
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Non‑custodial commerce rails. Payment‑forwarding services that generate invoices and monitor the chain without taking custody (e.g., Blockonomics) reduce third‑party control; funds settle directly to user self‑custody 64 That's a fair question, and it highlights a key difference.forwarder or a software tool, not a financial middleman. They generate the invoice and watch the blockchain for the payment, but they never take custody of the funds.wallet to my self-custody wallet. Blockonomics can't freeze, hold, or reverse the transaction. That's the "middleman" I wanted to cut out – the one with control over the money.https://www.reddit.com/r/Bitcoin/comments/1n98c7y/comment/ncl6asj/ .
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Custody hygiene and UTXO management. Community guidance remains: not your keys, not your coins; several users cite avoiding losses during exchange failures by withdrawing to self‑custody 44 Not your keys, not your crypto.https://www.reddit.com/r/Bitcoin/comments/1n9fl83/comment/ncmp5bs/ 43 I had used and had crypto on both Mt Gox and FTX but withdrew to my own wallets when I wasn't actively transacting there, so I was totally in the clear when both of those went under.https://www.reddit.com/r/Bitcoin/comments/1n9fl83/comment/ncnbygu/ . Others report losses at failed exchanges, reinforcing the risk 42 Lost my BTC and other coins on cryptopia And Livecoin :/. Around 2019https://www.reddit.com/r/Bitcoin/comments/1n9fl83/comment/ncn7zzx/ . When off‑ramps impose low per‑withdrawal caps, users can accumulate many small UTXOs, increasing future consolidation fees; planning periodic consolidation helps 62 I'm curious about the problem in the original text by OP. Wealthsimple, bad place to buy bitcoin by the way, won't let me transfer more than $1,000 Canadian wroth at a time to my Hardwallet. Is that going to be a problem later, as described? It was equal to 0.006517 BTC today.https://www.reddit.com/r/Bitcoin/comments/1n950ub/comment/nckx0te/ 61 its not ideal, it will create multiple UTXOs, which depending on how many you have, will cost more in fees when you want to remove your BTC from hard storage and exchange ithttps://www.reddit.com/r/Bitcoin/comments/1n950ub/comment/ncl80xp/ . Moving coins from exchange to hardware wallets transitions from an IOU to on‑chain ownership with keys held locally (bitcoin “lives” on the chain; wallets secure the keys) 73 When you bought on River was actually a transaction that only happened on River, not on the actual blockchain. Sending it to your ledger is actually a transaction on the bitcoin blockchain. Your bitcoin is living on the bitcoin blockchain, it is actually not 'in your wallet'. Your Ledger wallet is just there to protect the private key that accesses your bitcoin.https://www.reddit.com/r/Bitcoin/comments/1n98eyw/comment/ncknhyi/ 72 You are buying it through them and they take a spread for being the intermediary. When you hold on their site yes it is an iou, until it is in your own address and you have the keys it’s technically not yours.https://www.reddit.com/r/Bitcoin/comments/1n98eyw/comment/ncl1nzy/ .
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Operational literacy for on‑chain verification. Verify transfers via txid and block explorers (e.g., mempool.space). Be wary when counterparties refuse to provide complete recipient addresses/txids; Bitcoin transfers are irreversible 78 You're being scammed. Ask for a transaction ID to confirm the transaction on the blockchain yourself. Drop the ID into the https://mempool.space/ and see for yourself. I'm convinced the transaction ID won't be correct.https://www.reddit.com/r/Bitcoin/comments/1n9deur/comment/ncm28bw/ 77 https://mempool.space/https://www.reddit.com/r/Bitcoin/comments/1n9deur/comment/ncm28bw/ 76 Why is the "to" address cut off? What address did you actually send?https://www.reddit.com/r/Bitcoin/comments/1n9deur/comment/nclzhxs/ 75 You could try asking "Nora" for a transaction ID, but it all smells a bit fishy so my guess is she'll just ghost you.https://www.reddit.com/r/Bitcoin/comments/1n9deur/comment/nclzhxs/ 63 But hey, I don't understand. Did you just sent it to a random deposit address? If it was a decent amount, than you really need to up your game. You know that one of the features of BTC is that transactions are irreversible?https://www.reddit.com/r/Bitcoin/comments/1n917hv/comment/ncj5fi9/ .
Cultural Evolution
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Ossification vs iteration. Multiple voices warn that allowing an “ossification camp” to dominate could stall upgrades that improve self‑custodial UX and scaling, while others fear centralization or unintended consequences from new opcodes 32 Like why aren't we going to add all these fancy opcodes to verify snarks and do better bitcoin staking and improve a lot of the assumptions with self custody? Social consensus is just really, really, really hard. People want different things. Roll ups want snark verification. People building potentially on ARC want different types of opcodes. So these conflicting wants between different application teams means that everyone in the space has different priorities. And now we're getting into a situation where nation states and institutions and everybody are coming into the space. So we kind of have this last point where this might be the last time that we can actually kind of coordinate a upgrade to the Bitcoin protocol. And failure to move on that right now means that we're closer to ossification. And I would recommend that we don't do that. https://www.youtube.com/watch?v=OGrRMT40NI0 27 But what I will say is that if you're interested in using Bitcoin as peer to peer cash in online Internet markets and kind of in person retail transactions, a soft fork is going to make that a lot easier and incentivize better applications and better and more developers to come build on Bitcoin. So it just depends on what you want. https://www.youtube.com/watch?v=OGrRMT40NI0 31 Yeah, there's maybe unintended consequences. So for example, if we implement something like opcat, are we able to build expressive enough scripts to introduce things that by a product of that do things like mevl, where there's. Which can increase minor centralization. https://www.youtube.com/watch?v=OGrRMT40NI0 .
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Roles and authority. Reaffirmations that validating nodes, not miners, set the rules; developers are stewards who need user consensus for material changes 106 @ BitMEXResearch protocol rules are enforced by economic nodes, miners are just service providers; miners cannot change protocol rules. (everyone learned that counter-intuitive fact during the block-size wars). proof of work, hashrate and bitcoin price come from the real world. there are signalshttps://x.com/adam3us/status/1963836435426885805 104 @ BitMEXResearch the block-size war was won by the market, users set the price in the market. (the protocol can measure consensus valid hashrate which reacts to price. users said NO via the economic force of the market. miners followed, as they are just service providers)https://x.com/adam3us/status/1963837986165895444 105 Bitcoin is owned by humanity, the protocol developers are stewards, and need consensus from users to change it materially. bitcoin is about money, spam has no place in the timechain. what defaults the bitcoin core project puts in the reference client matter in this.https://x.com/adam3us/status/1963830548012372324 .
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What counts as “spam.” Some argue paid transactions are, by definition, not spam; others still prefer filtering non‑monetary data. The debate currently rides on measurements and policy defaults, not changes to consensus 11 If you're paying a fee for something, it's not spam. That's literally what prevents spam is the fact that it costs money. But that's how they term it. https://www.youtube.com/watch?v=VEySREc2CEk 17 The current debate is over policy rules, specifically mempool transaction relay rules. It's not actually over consensus rules. And in that situation it's very much what your node is running mostly affects yourself. The core maintainer's argument is that valid transactions that have historically been considered non standard bitcoin core and have not been relayed by bitcoin core are getting confirmed anyway and they're going directly to miners. And the result is you have potential centralization risks where, where transactions are going out of band and no one sees those transactions until after they're mined and other miners can't compete with them and node operators can't do accurate fee estimation. If we actually have a high fee environment which we obviously do not have right now. And two examples of those are the incredibly large inscriptions or three examples incredibly large opera turns, the incredibly large inscriptions and then also Most recently the sub1 SAP per byte transactions. Right? Those by default are not relayed by notes. So on a technical basis that's what the argument's over. https://www.youtube.com/watch?v=ZALtLBpSeic .
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Language and identity. Community reminders note Satoshi used terms like “time‑stamping server” and “Timechain,” not “blockchain,” reflecting Bitcoin’s roots in timestamped proof‑of‑work ledgers 66 yes i think the white paper mentions time stamping serverhttps://www.reddit.com/r/Bitcoin/comments/1n9kai4/comment/ncnmmr4/ 65 Timechain. Never did he use the word blockchain in any forum conversations or email correspondence either.https://www.reddit.com/r/Bitcoin/comments/1n9kai4/comment/ncnqgd5/ .
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Self‑custody as ethos. Across podcasts and community threads, the emphasis remains on open‑source, verifiable clients and hardware, independent funding for protocol work, and minimizing reliance on centralized infrastructure 9 I will say though, that I do appreciate the newfound feelings or the newfound respect for the idea of more implementations out there and just more developers working on the protocol. Like, I would like to see node operators have more choice, not less. But, and at the end of the day, I support everyone's decision to say what they want, run what they want, do what they want. That's the beauty of open source software, is that you can verify, modify, distribute and use it without permission. You even have the option to run with no mempool whatsoever. And you can run in blocks only mode and not relay any transactions if you don't want to. I will say that I do Think we are fortunate that we've gotten to this point with a pretty open relay network in Mempool. The idea that you're able to just run a node on a cheap computer and see what the transaction queue looks like is not a given in the Bitcoin consensus protocol. That is an amazing capability that we have. https://www.youtube.com/watch?v=ZALtLBpSeic 60 If you are going to take this path, it's not enough to decide you will save everything in BTC. You need to learn self custody and how to keep your money safe. It's not difficult. Get an open source, bitcoin only hardware wallet. Get your btc off exchanges and into cold storage.https://www.reddit.com/r/Bitcoin/comments/1n99hic/comment/ncltlj1/ .



Big Ideas
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Trust is the moat in the AI era
- Why it matters: When AI can fake anything, customers ask one question: can they trust what you built? Trust compounds; growth hacks fade 43 AI can fake anything. Screenshots. Testimonials. Entire products. Which means one question will matter more than any other: can people trust what you built?https://x.com/hnshah/status/1963610001542611098 6 Most growth hacks are sugar highs. They spike, then fade. Trust compounds. Each accurate experience, each honest interaction, makes your product harder to churn from, easier to recommend, and more valuable over time. Acquisition fades. Virality fades. Revenue spikes and dips. Trust keeps compounding.https://x.com/hnshah/status/1963610001542611098 . Treat accuracy and honesty as core product features; they reduce churn and increase referrals 37 Most growth hacks are sugar highs. They spike, then fade. Trust compounds. Each accurate experience, each honest interaction, makes your product harder to churn from, easier to recommend, and more valuable over time.https://x.com/hnshah/status/1963610001542611098 39 Trust became our growth engine. Agencies used Crazy Egg heatmaps in client presentations because they knew they could rely on them. Users recommended us because they were confident we wouldn’t embarrass them.https://x.com/hnshah/status/1963610001542611098 .
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How to apply:
- Make correctness a top KPI (e.g., event accuracy, reconciliation error rate). Fix trust-breaking bugs first and notify users plainly: what happened and what you fixed 41 That made accuracy the business. Every pixel, every click, every bug fix was survival.https://x.com/hnshah/status/1963610001542611098 40 I used to email users personally when something broke. No excuses. Just: “Here’s what happened. Here’s what we fixed.”https://x.com/hnshah/status/1963610001542611098 .
- Instrument for retention and referral lift after trust-improving fixes 37 Most growth hacks are sugar highs. They spike, then fade. Trust compounds. Each accurate experience, each honest interaction, makes your product harder to churn from, easier to recommend, and more valuable over time.https://x.com/hnshah/status/1963610001542611098 .
And in the AI era, where fakery is free and skepticism is default, trust is no longer just an advantage. It is the moat.
x.com -
Product is half; distribution is the other half
- Why it matters: Building without distribution creates “products nobody wants.” Distribution must be designed and tested alongside the product 45 Product is half the equation. Distribution is the other half. Ignore it, and you’ll spend years building something nobody wants.https://x.com/hnshah/status/1963659075675386109 . Retention is the reality check between novelty and true utility 44 Retention is the ultimate reality check. It forces you to face whether your product is truly useful, or just a novelty. It’s the difference between building a moment and building a company.https://x.com/hnshah/status/1963622585754947794 .
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How to apply:
- Exit stealth early; talk to many potential users to find the right market/customer profile 143 Get rid of "stealth mode" and talk to everyone you can as quickly as you can to validate your idea and find the right market / customer profilehttps://www.reddit.com/r/startups/comments/1n7i5z7/comment/ncetlo5/ .
- Validate with pre-launch signals: landing page + “Buy Now,” explainer video, or preorders (Buffer, Dropbox, Tesla playbooks) 55 Buffer put up a landing page with subscription tiers. DropBox posted a video explaining how they anticipated the app would work -- it wasn't ready.https://www.reddit.com/r/startups/comments/1n7qmxd/comment/ncc3y8z/ 144 Talking with users isn't the worst thing ever. To test for self-sabotage, put up a landing page and Buy Now button. If 34,569 people click in a reasonable time, I will go out on a limb and suggest you build.https://www.reddit.com/r/startups/comments/1n7qmxd/comment/ncc3y8z/ 54 Tesla takes preorders. The people with an Elon Musk quote nailed to the wall ...not so inspired.https://www.reddit.com/r/startups/comments/1n7qmxd/comment/ncc3y8z/ .
- Prioritize repeatable signups (e.g., paid channels) to compute CAC:LTV; de-prioritize random/unreplicable signups 62 Random signups that are not replicable is not really valuable data compared to repeatable signups from ad-spend for example. This way you can actually calculate all the metrics that matter like CAC, and together with your LTV (assumed or otherwise), you can calculate the ratio and see whether those makes sense.https://www.reddit.com/r/startups/comments/1n86k3s/comment/nccoifr/ .
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The Era of Evals (and the rise of AI PM)
- Why it matters: Enterprises are investing heavily in AI evaluations across workflows; evals are emerging as moats and a must-have skill for PMs/engineers 5 Mercor (@mercor_ai) is now working with 6 out of the Magnificent 7, all of the top 5 AI labs, and most of the top application layer companies. One trend is common across every customer: we are entering The Era of Evals.https://x.com/BrendanFoody/status/1939783540394402083 30 A few examples: @ garrytan : “Evals are emerging as the real moat for AI startups.”https://x.com/lennysan/status/1963688207280955839 29 @ kevinweil : “Writing evals is going to become a core skill for product managers.”https://x.com/lennysan/status/1963688207280955839 . It’s a rare new hard skill on par with SQL/Excel 31 It’s the first new hard skill in a long time that PMs/engineers/founders have had to learn to be successful. The last one was maybe SQL, and Excel?https://x.com/lennysan/status/1963688207280955839 . Meanwhile, AI PM roles are growing 120% vs. 1% for overall PM and pay 30–40% more; top comp can hit $900k–$1M+ 105 AI PM jobs growing 120% vs Overall PM growing 1%https://substack.com/@aakashgupta/note/c-152495364 104 AI PM jobs paying 30-40% more at every levelhttps://substack.com/@aakashgupta/note/c-152495364 106 Meta is paying $1M+ for AI PMs. Netflix is paying $900K.https://substack.com/@aakashgupta/note/c-152495364 .
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How to apply:
- Learn to design evals for your AI features (coverage, ground truth, pass/fail criteria). Start with retrieval/use-case evals before model tuning 27 Learn how to write evals from @ _amankhan : https://www.lennysnewsletter.com/p/beyond-vibe-checks-a-pms-completehttps://x.com/lennysan/status/1963691063509680202 28 @ garrytan WTF is an eval: https://www.lennysnewsletter.com/i/153296003/evalshttps://x.com/lennysan/status/1963691063509680202 .
- Treat AI PM as a skills stack: context/prompt engineering, evals, experimentation, agents, strategy, execution 103 Context Engineering : [https://www.news.aakashg.com/p/rag-vs-fine-tuning-vs-prompt-engineering](https://www.news.aakashg.com/p/rag-vs-fine-tuning-vs-prompt-engineering)https://substack.com/@aakashgupta/note/c-152495364 102 Prompt Engineering : [https://www.news.aakashg.com/p/prompt-engineering](https://www.news.aakashg.com/p/prompt-engineering)https://substack.com/@aakashgupta/note/c-152495364 101 AI Evals: [https://www.news.aakashg.com/p/ai-evals](https://www.news.aakashg.com/p/ai-evals)https://substack.com/@aakashgupta/note/c-152495364 100 AI Experimentation : [https://www.news.aakashg.com/p/209f2acf-1828-4d819ba5-b1690fde4a16](https://www.news.aakashg.com/p/209f2acf-1828-4d819ba5-b1690fde4a16)https://substack.com/@aakashgupta/note/c-152495364 98 AI Agents : [https://www.news.aakashg.com/p/ai-agents-pms](https://www.news.aakashg.com/p/ai-agents-pms)https://substack.com/@aakashgupta/note/c-152495364 96 AI Product Strategy : [https://www.news.aakashg.com/p/ai-product-strategy](https://www.news.aakashg.com/p/ai-product-strategy)https://substack.com/@aakashgupta/note/c-152495364 97 AI Feature Execution : [https://www.news.aakashg.com/p/how-to-build-ai-products](https://www.news.aakashg.com/p/how-to-build-ai-products)https://substack.com/@aakashgupta/note/c-152495364 .
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Problem space first → metrics that matter
- Why it matters: Over 80% of new products fail mainly because teams jump to solutions without validating the problem 22 Over 80% of new products fail. This is the number one cause of that 80% is this because most companies just start with the solution. And once you become aware of this, you start realizing all the conversations in your company. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
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How to apply:
- Follow the Lean Product Process: customer → needs → value prop → features → UX 23 So I'm going to just refer back to the core process, the core framework from my book, the Lean Product Process. Right. We got to figure out, in order to have a successful product achieve our fit, we have to know who's our customer, what are their needs, what's our value prop, how are we going to be better, different, what feature should we be in there and what should the UX be? Right? https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Derive metrics from a clear definition of “solved;” pick inputs that drive the output you care about (e.g., FTUE completion → DAU) 99 If you understand the problem, and you understand what solving that problem looks like, it's usually pretty easy to get to the metric that you need...https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncf6sgf/ 87 There are several frameworks you can use. I like to think of input and output metrics. Input metrics are things you can control and move. Output metrics are driven by your input metrics. For example, FTUE completion could be an input metric and daily engagement (DAU) could be your output metric. You might want to drive DAU, but if you can establish a link between FTUE completion and DAU, then all you need to do is drive FTUE completion.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncel436/ .
- Build a metric tree: North Star (e.g., items sold) → first-level metrics (conversion, returns, selection breadth) → drivers (payment conversion, availability, marketing clicks) 24 You can Google metric tree, it is a great framework to link it all together.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncevp5y/ 76 For example, your NSM can be items sold, your first level product metrics can be website conversion, returns, width of selection. Then conversion depends on payment conversion, availability, marketing clicks, etc.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncevp5y/ .
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Strategy-aligned, transparent prioritization beats ad‑hoc requests
- Why it matters: Without alignment and visibility, roadmaps devolve into noise or ticket queues. You need an intake system, a real strategy with exec buy‑in, and transparent scoring for decisions 114 You’ll need an intake system, or the requests will own you.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ 112 But none of it works unless you’ve got a real product strategy with exec buy-in. You need alignment on where the product is now and where it’s supposed to be a year from now. Too many places confuse Gantt charts with roadmaps. They’re not roadmaps. They’re project plans wearing a fake mustache. But, I digress ...https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ 111 Then you need a unified prioritization system that everyone can see. I like IDEA/E: Impact, Dissatisfaction, Evidence, Advantage to us, over Effort. Whatever you use, the point is to show why something got promoted, deferred, or flat-out denied.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ .
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How to apply:
- Capture requests publicly (e.g., UserVoice/UserEcho) so everyone sees context and votes 113 I’ve used tools like UserVoice and UserEcho to capture requests, surface them to the whole community, and let the crowd add context or vote. That gave us transparency, a way to say no, and a way to stop feature requests from living in silos or dying in email threads.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ .
- Score work (e.g., IDEA/E: Impact, Dissatisfaction, Evidence, Advantage to us, over Effort) and publish why items are promoted, deferred, or denied 111 Then you need a unified prioritization system that everyone can see. I like IDEA/E: Impact, Dissatisfaction, Evidence, Advantage to us, over Effort. Whatever you use, the point is to show why something got promoted, deferred, or flat-out denied.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ .
- Treat choices as “requests that fit the vision vs. those that don’t;” say no often—especially for early-stage products—and prioritize relentlessly 110 It's not really "user request vs. product vision" but "user requests that don't fit the vision vs. ones that do". So it's up to you to figure out what criteria to use to determine that (e.g. we use a value score).https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nce123f/ 84 1 consider your product maturity. A new product requires a vision and more « no » to become stable and differentiatedhttps://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccdg3f/ 89 Just remember that this is not a choice between fulfilling a customer request or doing nothing. Every time you say yes to a customer, you are taking resources away from other strategic priorities. Prioritize relentlessly. It might upset some customers today, but you are providing more value to more customers in the long run.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/ncel69x/ .
Tactical Playbook
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Discovery that de‑risks building
- Validate first: confirm the problem is pervasive, urgent, and that users will pay 124 I'm not exactly sure at what stage you're at. I'm not sure if you have a working product w/ actual customers, MVP, or some lo-fi wireframe you're trying to validate however, until you can check the box on (1) the problem you're solving is a pervasive problem (2) the problem the business and/or user has that you're trying to solve for has a high degree of urgency (3) the business and/or user is willing to pay for the solution you have that addresses this problem; nothing else really matters.https://www.reddit.com/r/ProductMarketing/comments/1n7785z/comment/nceeufw/ .
- Talk to customers directly; ask outcome-focused “why” questions; customers are experts in their problems, not your product 71 I have spent my entire career in enterprise software. Selling software to very sophisticated buyers. Every single one of them has an opinion about how my software SHOULD work. I listen politely, thank them, and then usually ignore everything they said. My questions back to them are always about outcome. What were you trying to do there? Why did you need that? How do you solve that problem now? Why? Why? Why? When I know the why, I can build something that they will love.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/ncgg4u2/ 70 This is why PM needs to talk to customers directly. Unless you're doing primary research, it's really hard to get these nuggets of truth.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/ncgg4u2/ 72 Customer feedback and inputs are always fascinating but you own the product. In the end, they are not experts in your product, they are experts in their problem.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/ncgg4u2/ . Treat early convos as field research and map gaps between official process and lived reality 135 I’ve noticed the biggest difference comes when you treat those early convos less like networking and more like ‘field research’. Instead of trying to impress people, just ask them how things actually get done vs how they’re supposed to get done. That gap between official process and lived reality tells you way more about the company than any onboarding doc ever will.https://www.reddit.com/r/ProductManagement/comments/1n7o058/comment/ncc1y65/ .
- Run pre‑launch experiments: landing page + “Buy Now,” explainer video demo, preorders 144 Talking with users isn't the worst thing ever. To test for self-sabotage, put up a landing page and Buy Now button. If 34,569 people click in a reasonable time, I will go out on a limb and suggest you build.https://www.reddit.com/r/startups/comments/1n7qmxd/comment/ncc3y8z/ 55 Buffer put up a landing page with subscription tiers. DropBox posted a video explaining how they anticipated the app would work -- it wasn't ready.https://www.reddit.com/r/startups/comments/1n7qmxd/comment/ncc3y8z/ 54 Tesla takes preorders. The people with an Elon Musk quote nailed to the wall ...not so inspired.https://www.reddit.com/r/startups/comments/1n7qmxd/comment/ncc3y8z/ . Prioritize retention as your truth metric 44 Retention is the ultimate reality check. It forces you to face whether your product is truly useful, or just a novelty. It’s the difference between building a moment and building a company.https://x.com/hnshah/status/1963622585754947794 .
- Make demand measurable: drive repeatable cohorts (e.g., Reddit/X ads) to compute CAC:LTV; avoid over-inferencing from one-off signups 62 Random signups that are not replicable is not really valuable data compared to repeatable signups from ad-spend for example. This way you can actually calculate all the metrics that matter like CAC, and together with your LTV (assumed or otherwise), you can calculate the ratio and see whether those makes sense.https://www.reddit.com/r/startups/comments/1n86k3s/comment/nccoifr/ 61 makes sense. will eventually start reddit and/or x ads to see where it takes me, then, as you said, it's easier to projecthttps://www.reddit.com/r/startups/comments/1n86k3s/comment/ncdr5n6/ .
- Segment and choose where to win: segment customers, compare segment performance (usage, CAC, ARPU) and potential (TAM, competition, ability to serve) 123 If you have actual paying customers at the moment but you are trying to decide which segment to go after (ed or b2b), then you have some data you can work with. (1) Segment your audience (2) look at performance of each segment (usage, CAC, ARPU, etc.) (3) Look at potential of each segment (TAM, competitive intensity, ability to serve, etc.). Should give you a more data-driven approach to prioritizing and targeting your segment.https://www.reddit.com/r/ProductMarketing/comments/1n7785z/comment/nceeufw/ .
- Mine unstructured data for “alpha”: combine 1st/2nd/3rd-party data and behavioral signals to find non-obvious insights 154 there is no one size fit all here. there is real alpha in gaining untapped data. that is the only way to cut through the noise of common b2b data sets.https://www.reddit.com/r/ProductMarketing/comments/1n7uvni/comment/ncdevyd/ 153 unstructured data = 1st, 2nd and 3rd party data along with behaviour data (clicks, opens, visits, signups, usage etc.) this is how we are doing it.https://www.reddit.com/r/ProductMarketing/comments/1n7uvni/comment/ncdevyd/ .
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AI‑accelerated prototyping (vibe coding) with guardrails
- Draft a concise product brief (target customer, top problems, features, data model, UX traits) before generating code 75 Say okay, so it's good to use what I'm calling a product brief template. There's no one magical template. There's a bazillion out there on the Internet. I created one that's simple for me that follows kind of my framework. So it has a target customer problems, features, data model, you know, UX characteristics and the point is to fill it out with bullet points. And so this is, if you want, during that first 20 minute period you can feel free to. It's a Google Doc, you can just make your own copy and fill it out with, with yourself or with your team. Again, that is the URL, it's, it's a link from the, from the main Google Doc if you want to go there and I would recommend you can use that. If you have some other template you want to use, by all means use some other templates. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- A/B your prompt: try a one-liner vs. pasting the brief; verify claims (“built drag-and-drop”) actually exist—trust but verify 20 So I want to show you in Bolt I did two, I did an A B test, I said let me give it a simple prompt like a one sentence prompt and see what it does. And then let me fill out Dan's template, probably template and give it that and see what it does. Okay, so here's Bolt and what I did is I said create a product roadmapping tool. That's all I said, is all I said. And guess what it did. It's pretty magical. Guys, look at this. It did it. And I'm not going to bore you with the text, but it'll tell you in the chat like, okay, here are the functionalities I'm going to build. Here's the UX aspects. Like it's, it's thoughtful. Tell you it decided to put in priorities. I didn't say anything about priorities. Is status completed versus planned. It decided to do quarters. It decided it's going to lay it out like this and it's going to have year one there and year two. You know, it said it had drag and drop. It didn't actually build drag and drop. That's one thing you got to be careful with you. So they say things but you have to make sure trust would verify. Right. So that's what I came up with. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Start in Discuss mode to plan; switch to Build to apply scoped changes; use Undo/Versions aggressively; prefer minimal, surgical edits 74 I'm talking discuss your build mode. It has two modes, so build mode, it actually will generate code discuss mode. It will just tell you its thoughts without changing any code, which is very handy. I'll explain that in a minute. And then this is the chat interface. https://www.youtube.com/watch?v=4v_Jv6-jU80 19 I want to talk about discussors Build mode by default, it goes into build its build mode by default it will, it will generate code and change the code. By default, in discuss mode, it won't change your code. Right. It will tell you what it would do. And one of the things is it uses less credits. So if you're just trying to play around and figure something out, there's no reason to have it be coding. It actually takes longer too because it's generating all this code as opposed to telling you what it would do. https://www.youtube.com/watch?v=4v_Jv6-jU80 17 This is really important. This is how the undo button, it's really important. And it's. They appear throughout the chats. So, like every. Every time you make a change, there'll be an undo right there. So you can decide, you know what, I want to go back three chats back and undo. You don't have to just do the last one. You can go back and undo back. Right? So it's kind of like. The way I think about it is like when you're climbing, you know, you're climbing, you're doing rock climbing, and you're hammering in your rope as you go up in case you fall. That's what these things are. You can kind of fall back. You do a. Dig this and going back and duplicate. I see. You can, you can, you can. There is a duplicate thing you can do if you want. You don't want to be having a bun. You. You don't want to be the Marvel Multiverse, man. It gets kind of Crazy if you have too many. But one of the cool things actually version V0 and magic patterns have something that bolt doesn't, which is a versions drop down in the upper right. It makes it super easy to just go back and look at an old version. It like loads instantly. It's really cool. So it's not full on a B testing, but that way you can see and then you can go full and then. Yeah, so undo. And the other thing is publish. So the funny thing about publishing is it publishes. There's no like confirm. Okay? Like it just publishes. It just so you know. And it's no big deal. It just goes to a netlify URL. Nobody knows that URL, so it doesn't really matter, right? Only you know that URL, so it's not a big deal. But it does publish it. And, and by the way, you have to republish. It doesn't automatically update. You have to republish all the time. https://www.youtube.com/watch?v=4v_Jv6-jU80 16 But you can say or you can say like make the minimal amount of changes or you can better discuss mode and say tell me the changes you're going to make. If you want to geek out, you can go and look at the diffs it's going to make if you really want to get anal about it. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Use the inspector to target elements; beware class-level changes propagating globally 18 A couple other things on Vault, the inspect that's just so you can go into a specific element. It can be annoying when you're trying to specify detailed UI changes in text. You're like, okay, the button that's in the upper left corner, make it red. It gets really complicated. So you can just click the element and say, this is the element I want to change. One thing I noticed is even if you pick a specific button or heading, it might modify the class. And so then all the headings change. All the buttons that have that class suddenly change. So it's not necessarily just that element. It might pick up the class as well. Publish. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Reverse‑prototype existing UIs from screenshots (e.g., Magic Patterns) 66 I just want to give a quick plug for Magic patterns. Gen AI tools are great if you're starting from scratch. If it's Greenfield Blue sky, you're building Some, you know, TikTok 2.0 or whatever you're building, it's super cool. How many of you guys have existing products that you're managing today? Right? You can't start from scratch. There is a ui, there's a design system, there's a code base. So there's a second use case, which is, hey, I'm a pm and I used to do this the old way, which was I take a screenshot, I'd bring it into Photoshop, I'd hack it up and Frank, I call it Frankenstein. Add a dropdown, add a menu, add a button, and then wire it all together in InVision. Well, guess what? Now you can just take that screenshot and Magic Patterns, they do the best job, I think, of actually rendering exactly what was in that screenshot. And I tried four different ones, my Magic patterns and three others. This is what I call reverse prototyping from a screenshot. It's a different use case than what we're talking about. It can also do Vibe coding, but I took like an Airbnb page and I remember I tried a very basic one and just. It did not look anything like the Airbnb page, the prototype that it generated. Right. The other four, they got better, but Magic Pattern was the best one I had, captured most of the elements, the icons, the gradients, the shadows, all that kind of stuff. It's really good. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Staff live sessions as a trio: 1) keyboard, 2) data (synthetic data/schema), 3) QA/UX notes 68 This is a model that I have Tried before with co workers and friends. And it is what I think works best when you are multiple people working on one same by coding project. I would put one person in charge of the keyboard, one person in charge of the data, the mocked up version of what you're going to show, and one person in charge of QA and user experience. That way you can have the person that is doing user experience write in a doc all of the things that they want to have different. The person in data enriching, creating synthetic data with ChatGPT growing the schema and the person that is in front of the keyboards just executing one after another on the things that you want to get done. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Specify persistence early (e.g., local storage/API) to avoid “it doesn’t save” surprises 15 Clickable prototype and so one of the things we found is as we were clicking through it, it wasn't saving data. So we asked a question about local. Storage and actually included including that in the original PRD that the intention is to store locally. And so it's whether or not you're. Actually going to, what kind of file. You'Re going to use or whether you plan for APIs later is something that would actually make sense to include early in the prd. And that was super helpful. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Paste exact error messages or screenshots; tools often auto‑diagnose 12 The other tip is you can literally, if there's an error message, you can copy and paste and say, this is the error message that I'm getting. It's actually kind of auto magical too. If there's a bug, it might even say, you can just say like, that didn't work. And it'll be like, oh, I see why. Here you go, let me fix it. Like it's. It can be that kind of magical. https://www.youtube.com/watch?v=4v_Jv6-jU80 73 And then finally, screenshots are good. Like, you can literally go to your preview, take a screenshot, say, see, this thing's on top of this thing. I don't want it to be on top of it. And it'll be like, oh, I see what you're saying. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
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Intake, prioritization, and saying “no” with evidence
- Build intake that asks only for the problem and impact (remove solution questions). Ask “what’s the actual value gained?” 79 You may want to remove all the solution questions from the form completely and just ask about the problem.https://www.reddit.com/r/ProductManagement/comments/1n814mk/comment/ncfnw44/ 142 If the form has all the "normal" questions it could be worth reframing a few to get at what you need. i.e., we ask about the challenge and the impact of solving it — what is the actual value that would be gained? That prompts submitters to think a little more deeply about their ask.https://www.reddit.com/r/ProductManagement/comments/1n814mk/comment/nce3w1o/ .
- Aggregate requests in an ideas portal so teams can submit, vote, and comment; reduce siloed asks and duplicates 141 How do you aggregate the intake requests? And could you allow access to everyone's ideas? We use an ideas portal tool that let's our team submit requests, vote on each other's, comment, etc. In my experience this helps reduce the separate small requests and instead prompts people to chime in about their ideas/problems on one main submission. We get a lot of good qualitative chatter that way.https://www.reddit.com/r/ProductManagement/comments/1n814mk/comment/nce3w1o/ .
- Publish a priority waterfall (e.g., mandatory/regulatory → P0 issues → roadmap), ask sales to prioritize their own requests, and require expected ROI (“if we do this, what do we get?”) 26 3have a waterfall of priorities you communicate what you do and in what order. Examples:https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccdg3f/ 25 First mandatory /regulatory second P0 issues third roadmaphttps://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccdg3f/ 83 4 ask sales to prioritize their own requestshttps://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccdg3f/ 82 5 make sales accountable: if we do this request what will we get in return ?https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccdg3f/ .
- Expect gravity: big-wallet escalations and keep-the-lights-on tickets happen; protect vision-driven direction with a unified, transparent scoring model 109 And still, be ready for reality: a big-wallet customer will escalate over your head, and your boss will force a “keep the lights on” ticket into the queue. That’s just gravity. The job is making sure vision, not noise, sets the direction.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ 111 Then you need a unified prioritization system that everyone can see. I like IDEA/E: Impact, Dissatisfaction, Evidence, Advantage to us, over Effort. Whatever you use, the point is to show why something got promoted, deferred, or flat-out denied.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ .
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Making Product Ops a force multiplier (not template police)
- Clarify mission first: why was ProdOps created (visibility, requirements quality, launch consistency, data standards)? 65 I'd first ask- why did the org implement product operations to begin with- what problem was prodops supposed to solve in an org with 20 PMs.https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/ncdtiqx/ 64 Was it a lack of visibility into product work?https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/ncdtiqx/ 63 Or was it a problem of poor outputs- poorly written and understood requirements, delayed or unsuccessful launches, inconsistent data measurement, inconsistent roadmaps, inconsistent practices period...https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/ncdtiqx/ . Align reporting to the CPO to stay product‑centric 139 Q: who do Prod Ops report to in your case? We still reported to the CPO so it made sure that we could never get too out of sync with product people. If they are reporting to any other function that's probably your issue. If they are still reporting into Product.…that's a different type of problem...https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/ncc34ck/ .
- Measure value: faster projects, clearer exec data, more PM time for discovery vs. admin; track impacts like case volume, revenue, churn, and feature adoption 137 The ops teams I’ve seen add real value measure stuff like: are projects moving faster, is leadership getting clearer data, and do PMs actually get more time for discovery vs admin. Standardization should only exist where chaos is slowing things down, not just because someone likes a new framework.https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/nccz8pj/ 121 ProdOps teams can be measured by items they help get committed to roadmap...and what impact that has on decrease in case volume, revenue, churn, product feature adoption percentage, etc. Ultimately PM makes the final call...not ProdOps.https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/ncfdjk8/ .
- Collaboration patterns: let Ops draft; PMs edit; reduce PM admin—“reducing PM admin opens up everything else” 122 While I get along well with our product ops team, in our org they are clearly optimizing for engineering throughput over everything else. Usually it takes a conversation or several to help them connect the dots on why reducing PM admin work opens up everything else that they want to achieve. They are also luckily very receptive to template feedback so usually I can let them have the first crack at any process and then edit it later.https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/ncd3g7a/ . Avoid top‑down “template police”; find an Ops ally who truly understands PM to unblock teams 138 Yeah, I’ve seen this happen. Product ops can easily slip into “template police” mode if they’re not grounding their work in feedback from PMs. If they’re not collecting that input, it’s no wonder things feel top-down.https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/nccz8pj/ 80 If you don't have much power, find the one person on the product ops team that actually understands product management. Request for them specifically to unblock your team. That person might be able to work with you to make things better.https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/nceasmg/ .
- If mandated tools slow you down, implement team‑fit tools and increase stakeholder transparency; report outcomes, not rituals 136 We flat-out told Ops that we weren't following their processes or using their tools. It's made my team so much more productive now that we've implemented tools and processes that work for us, and enhanced our transparency with our stakeholders.https://www.reddit.com/r/ProductManagement/comments/1n82eyk/comment/nccgw9b/ .
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Metrics and observability you can act on
- Derive metrics from the defined problem and “solved” state 99 If you understand the problem, and you understand what solving that problem looks like, it's usually pretty easy to get to the metric that you need...https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncf6sgf/ . Use input→output chains (e.g., FTUE completion drives DAU) 87 There are several frameworks you can use. I like to think of input and output metrics. Input metrics are things you can control and move. Output metrics are driven by your input metrics. For example, FTUE completion could be an input metric and daily engagement (DAU) could be your output metric. You might want to drive DAU, but if you can establish a link between FTUE completion and DAU, then all you need to do is drive FTUE completion.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncel436/ .
- Build a metric tree from NSM to drivers to target interventions 24 You can Google metric tree, it is a great framework to link it all together.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncevp5y/ 76 For example, your NSM can be items sold, your first level product metrics can be website conversion, returns, width of selection. Then conversion depends on payment conversion, availability, marketing clicks, etc.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncevp5y/ .
- Search effectiveness: track zero‑shot success (search ends without follow‑ups) and follow‑up search rates 85 You could always track how often that search it ends without any follow up i.e. the answer was given and user completed the task and then as a separate metric, how often additional searches are done, probably a varying details to give you a rough idea of the first a.k.a. zero shot search work for themhttps://www.reddit.com/r/ProductManagement/comments/1n7eneo/comment/ncfddpn/ .
- Run monthly/quarterly retros to avoid losing the big picture to short‑term optimization 86 Edit to add: your insight about losing the big picture is spot on! and something PMs should be well aware of. establish some processes for yourself to avoid this pitfall. maybe do a retro every month/quarter so that you know you are still steering towards the full picture and not chasing the few bps of improvement in a metric.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncel436/ .
- Better observability = faster learnings—invest in instrumentation early 38 Better observability = faster learnings.https://x.com/joulee/status/1963620824126287973 .
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Releases and launches that keep up with engineering velocity
- Ship customer‑facing features behind flags 152 Release every customer-facing feature under feature flags. https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncck5vb/ . Define GA “done” to include GTM and enablement (docs, training) 151 Definition of done (for general availability) includes GTM and enablement criteria like documentation and sales training. https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncck5vb/ . Keep a predictable GA cadence (monthly/quarterly) 150 GA release controlled by PM org and happens monthly or quarterly. https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncck5vb/ .
- Decouple release vs. launch—bundle into themed monthly/quarterly “rolling thunder” launches to market continuous delivery (Salesforce-style) 128 -Consider a decoupling of release versus launch. Sort of a rolling thunder approach to launches through monthly/quarterly "launches" and theme it. This is what Salesforce does and they do it masterfully.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ .
- Be a friend to velocity: pre‑build messaging templates, automate where possible, and use Sales as an ally; quantify how enablement trade‑offs affect pipeline; focus PMM resources on Tier‑1/2 launches to prove impact 148 -Show you're a friend to speed and velocity and just work with your PM/engineering team on some bare minimum enablement. Maybe have some pre-built messaging templates. Automate where you can.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ 147 - Make sales your ally and leverage as a pressure point. If they are feeling pain in this process, they'll let you and product know.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ 146 - Stop selling the big bang and frame the problem differently. Reframe it in terms of impact if you can. By sacrificing messaging and enablement, what is the impact on pipeline?https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ 127 -Pick one or 2 strategic wins versus trying to win the whole battle. Focus on your major tier 1 / 2 launches and show impact.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ .
- Offer demo environments and ad‑hoc access for early adopters/betas to accelerate learnings 149 Demo environment, early adopters and beta customers can get access on an ad hoc basis.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncck5vb/ .
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Mobile monetization: pick simplicity to maximize conversion
- For subscription apps, native IAP (e.g., via RevenueCat) is the safest launch path—higher conversion, simpler refunds, and lower operational overhead than external web paywalls 11 Option 1: The Standard Path (RevenueCat + Native IAP) This seems to be the simplest and safest route. Use the native In-App Purchase systems from Apple/Google, managed through a service like RevenueCat. Pros: Super simple to implement, secure, trusted by users (Face ID/Fingerprint purchase), and handles all the backend validation and subscription state. Cons: The 15% commission (on the first $1M) is a significant cut.https://www.reddit.com/r/startups/comments/1n87n52/ 52 I've never split-tested it so I don't have exact numbers, but my gut feel is that conversions will suffer quite a lot if you force users to pay off platform. I'd rather get 85% of $1,000 than 97% of $500.https://www.reddit.com/r/startups/comments/1n87n52/comment/ncd2c9v/ 51 Refunds are much easier to deal with as well (no matter how great your product, you WILL get refund requests) and I'd much rather point them to Apple. It's better for my sanity too, coz you don't feel the sting as much.https://www.reddit.com/r/startups/comments/1n87n52/comment/ncd2c9v/ 53 Just go with Option 1.https://www.reddit.com/r/startups/comments/1n87n52/comment/ncd2c9v/ .
- External links (Stripe) add friction and sync complexity; DMA exceptions increase regional logic without guaranteed savings 10 Have a "Go Premium" button in the app that links to my website. Users would sign up and pay there using Stripe. My app would then unlock premium features based on their account status, which I'd manage with a backend (e.g., Firebase). Pros: Stripe's fees are much lower (~3%). Cons: Massive UX friction (leaving the app, creating an account, entering credit card info). I'm worried about a huge drop in conversions. Requires building and maintaining a backend with webhooks to sync purchases. I've read that Apple might still take a commission (a "tax on a tax") for payments originating from an in-app link, which seems to defeat the purpose.https://www.reddit.com/r/startups/comments/1n87n52/ 9 I'm based in Europe, so I'm aware of the Digital Markets Act (DMA) which forces Apple/Google to allow alternative payment processors directly in the app for EU users. Cons: This seems incredibly complex. I'd have to manage region-specific logic, and I understand the platforms still charge significant fees, so the savings might not be worth the headache.https://www.reddit.com/r/startups/comments/1n87n52/ . Match approach to what you sell and test before optimizing fees 8 very much depends on what you're sellinghttps://www.reddit.com/r/startups/comments/1n87n52/comment/nccwgxj/ .
Case Studies & Lessons
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Trust as growth engine (Crazy Egg)
- What happened: Heatmaps had to be pixel‑accurate; even small errors killed trust. The team treated accuracy as the business and emailed users plainly when issues occurred 42 The heatmap was simple. Show where users click. But if it was even slightly off, the whole product was worthless. A designer would look once, see a mismatch, and never come back.https://x.com/hnshah/status/1963610001542611098 41 That made accuracy the business. Every pixel, every click, every bug fix was survival.https://x.com/hnshah/status/1963610001542611098 40 I used to email users personally when something broke. No excuses. Just: “Here’s what happened. Here’s what we fixed.”https://x.com/hnshah/status/1963610001542611098 .
- Outcome: Honesty and reliability improved retention and created loyalty; agencies used the product in client decks—a trust flywheel 7 That honesty both retained customers and also created loyalty. Trust became our growth engine. Agencies used Crazy Egg heatmaps in client presentations because they knew they could rely on them. Users recommended us because they were confident we wouldn’t embarrass them.https://x.com/hnshah/status/1963610001542611098 .
- Apply it: Define “trust incidents,” set SLOs around accuracy, and make incident comms a first‑class ritual 37 Most growth hacks are sugar highs. They spike, then fade. Trust compounds. Each accurate experience, each honest interaction, makes your product harder to churn from, easier to recommend, and more valuable over time.https://x.com/hnshah/status/1963610001542611098 .
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Fundraising reality for PMs: milestones, cash discipline, and unit economics
- Lesson: Plan milestones that make the next round “consensus enough” (e.g., from Seed to a $10M Series A); scarcity forces better discipline, while “indigestion” from over‑funding kills companies 81 I'd say it's often the latter, I would say, and especially true these days because I'm investing more in deep tech companies. And so at Seed, it's very rare to see like, oh, there's an asset that's going to be working here at the Series A, because usually the asset's still going to be like being developed at the Series A or maybe Series B. I think what I'm looking for is like there's maybe not enough here for somebody to write a 5 or 10 or $20 million check, but the company has milestones that I think if they hit them then it would become, you know, sort of consensus enough to merit a check of that size. And then I'm basically trying to evaluate like, okay, the company has these milestones. Do I think they could hit them or not? And also if they hit them, are they compelling enough? But I think that's sort of the big, you know, investment wager. Yeah, yeah. So I mean, so in this case you do think about like what the follow on thing is going to want to see. You have reached a conclusion for the current round that is non consensus. Yeah. And I would say the consensus piece is part of it in that I definitely meet companies where they're like, we're raising three right now, It'll help us do these milestones and then we think we can raise 10. And then there's other ones where it's like we're raising three now, we're going to hit these milestones and then we want to raise like a 50 to $100 million Series A. And that's actually a much harder bet. Right. Because you're saying you have to assume they're going to be consensus by the time they raise the next round. And it's going to be like a top 5% series A. And that's a hard bet to take for the companies where the capital needs are more modest or they have like a more tranched roadmap planned. I think it's a little bit easier to predict like, hey, would these milestones be enough to raise 10 a lot of times I don't know if it'll be enough to raise 100. Like probably not. https://www.youtube.com/watch?v=roJUhk8qeRY 117 I think there's benefits to being non consensus because from the company side, I think when the money's hard to raise, you tend to be more frugal with it. And then also if the next round is less certain, I think there's less of a sort of it could crumble at any moment aspect because I think when it is hot and you're raising subsequent rounds very quickly under the assumption that things will go perfectly if anything slows down, it's like, hey, now everything, like now you can't raise any more capital all of a sudden, right? And I think if you're in the mentality of, you know, growing quickly and spending, I think that's pretty hard. On the flip side, if you're not consensus, it tends to be like, you tend to be more cash efficient, you tend to be more frugal out of necessity. I think the other side is it depends on the form of like consensusness. https://www.youtube.com/watch?v=roJUhk8qeRY 116 I tend to believe now that most companies fail from indigestion, not starvation, which is they just raise too much money too easily. They don't listen to the actual market, which is the customer base, and as a result they just have a bunch of bad practices and end up running out of money. https://www.youtube.com/watch?v=roJUhk8qeRY . Insist on clear unit economics; avoid extrapolating models from buzzy spaces without proof 115 I mean, for AI, for better or for worse, you have great unit economics. Everybody knows, kind of like. And we always talk about the open AIs and the anthropics, but if you talk like the 11 labs, for example, or mid journey, I mean, these are just famously model companies where the unit economics are great, they grow very quickly. And so I understand that, but I think there's kind of been this weird. And this happens, you know, a lot where people take the, the example of these model companies and they apply it to totally different spaces where you don't have the proof points, you don't have the economic case. And they kind of apply it. And that's one thing I don't know how to do. So certainly I don't believe, you know, we should all just follow like the common consensus around areas to invest in. https://www.youtube.com/watch?v=roJUhk8qeRY .
- Apply it: Tie roadmap to investor‑expectation milestones, model runway to reach them, and publish unit‑economic thresholds for go/no‑go decisions.
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Rolling‑thunder launches in a rapid release shop
- Context: A PMM ran quarterly, themed launches on top of a biweekly ship cadence—decoupling release vs. launch 128 -Consider a decoupling of release versus launch. Sort of a rolling thunder approach to launches through monthly/quarterly "launches" and theme it. This is what Salesforce does and they do it masterfully.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ 108 If you want to see a practical approach how I did a quarterly launch approach at a company that shipped every two weeks, just ping me and can share some examples.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ .
- Apply it: Keep engineering shipping; market value in planned waves. Prove impact on pipeline/adoption before scaling the program 128 -Consider a decoupling of release versus launch. Sort of a rolling thunder approach to launches through monthly/quarterly "launches" and theme it. This is what Salesforce does and they do it masterfully.https://www.reddit.com/r/ProductMarketing/comments/1n7jusn/comment/ncemd99/ .
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Vibe‑coding gotchas (Bolt/V0/Magic Patterns)
- Observation: A one‑line prompt produced a seemingly complete roadmap UI; claims (e.g., drag‑and‑drop) weren’t always built. Teams needed versions, “minimal change” requests, and clear persistence requirements 20 So I want to show you in Bolt I did two, I did an A B test, I said let me give it a simple prompt like a one sentence prompt and see what it does. And then let me fill out Dan's template, probably template and give it that and see what it does. Okay, so here's Bolt and what I did is I said create a product roadmapping tool. That's all I said, is all I said. And guess what it did. It's pretty magical. Guys, look at this. It did it. And I'm not going to bore you with the text, but it'll tell you in the chat like, okay, here are the functionalities I'm going to build. Here's the UX aspects. Like it's, it's thoughtful. Tell you it decided to put in priorities. I didn't say anything about priorities. Is status completed versus planned. It decided to do quarters. It decided it's going to lay it out like this and it's going to have year one there and year two. You know, it said it had drag and drop. It didn't actually build drag and drop. That's one thing you got to be careful with you. So they say things but you have to make sure trust would verify. Right. So that's what I came up with. https://www.youtube.com/watch?v=4v_Jv6-jU80 17 This is really important. This is how the undo button, it's really important. And it's. They appear throughout the chats. So, like every. Every time you make a change, there'll be an undo right there. So you can decide, you know what, I want to go back three chats back and undo. You don't have to just do the last one. You can go back and undo back. Right? So it's kind of like. The way I think about it is like when you're climbing, you know, you're climbing, you're doing rock climbing, and you're hammering in your rope as you go up in case you fall. That's what these things are. You can kind of fall back. You do a. Dig this and going back and duplicate. I see. You can, you can, you can. There is a duplicate thing you can do if you want. You don't want to be having a bun. You. You don't want to be the Marvel Multiverse, man. It gets kind of Crazy if you have too many. But one of the cool things actually version V0 and magic patterns have something that bolt doesn't, which is a versions drop down in the upper right. It makes it super easy to just go back and look at an old version. It like loads instantly. It's really cool. So it's not full on a B testing, but that way you can see and then you can go full and then. Yeah, so undo. And the other thing is publish. So the funny thing about publishing is it publishes. There's no like confirm. Okay? Like it just publishes. It just so you know. And it's no big deal. It just goes to a netlify URL. Nobody knows that URL, so it doesn't really matter, right? Only you know that URL, so it's not a big deal. But it does publish it. And, and by the way, you have to republish. It doesn't automatically update. You have to republish all the time. https://www.youtube.com/watch?v=4v_Jv6-jU80 16 But you can say or you can say like make the minimal amount of changes or you can better discuss mode and say tell me the changes you're going to make. If you want to geek out, you can go and look at the diffs it's going to make if you really want to get anal about it. https://www.youtube.com/watch?v=4v_Jv6-jU80 15 Clickable prototype and so one of the things we found is as we were clicking through it, it wasn't saving data. So we asked a question about local. Storage and actually included including that in the original PRD that the intention is to store locally. And so it's whether or not you're. Actually going to, what kind of file. You'Re going to use or whether you plan for APIs later is something that would actually make sense to include early in the prd. And that was super helpful. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Apply it: Use Discuss→Build loops with small diffs; reverse‑prototype from screenshots when modifying existing UIs 66 I just want to give a quick plug for Magic patterns. Gen AI tools are great if you're starting from scratch. If it's Greenfield Blue sky, you're building Some, you know, TikTok 2.0 or whatever you're building, it's super cool. How many of you guys have existing products that you're managing today? Right? You can't start from scratch. There is a ui, there's a design system, there's a code base. So there's a second use case, which is, hey, I'm a pm and I used to do this the old way, which was I take a screenshot, I'd bring it into Photoshop, I'd hack it up and Frank, I call it Frankenstein. Add a dropdown, add a menu, add a button, and then wire it all together in InVision. Well, guess what? Now you can just take that screenshot and Magic Patterns, they do the best job, I think, of actually rendering exactly what was in that screenshot. And I tried four different ones, my Magic patterns and three others. This is what I call reverse prototyping from a screenshot. It's a different use case than what we're talking about. It can also do Vibe coding, but I took like an Airbnb page and I remember I tried a very basic one and just. It did not look anything like the Airbnb page, the prototype that it generated. Right. The other four, they got better, but Magic Pattern was the best one I had, captured most of the elements, the icons, the gradients, the shadows, all that kind of stuff. It's really good. https://www.youtube.com/watch?v=4v_Jv6-jU80 19 I want to talk about discussors Build mode by default, it goes into build its build mode by default it will, it will generate code and change the code. By default, in discuss mode, it won't change your code. Right. It will tell you what it would do. And one of the things is it uses less credits. So if you're just trying to play around and figure something out, there's no reason to have it be coding. It actually takes longer too because it's generating all this code as opposed to telling you what it would do. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
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Early MRR ≠ fundable traction
- Reality: $500 MRR in two weeks is meaningless to investors without churn and retention data; angels around ~$5k MRR, VCs often at $25–100k MRR 50 $500 MRR measured over 2 weeks is pretty meaningless to an investor because you have no churn data. Not trying to discourage you - every business starts at zero. Just being real about where you are at 2 weeks in.https://www.reddit.com/r/startups/comments/1n86k3s/comment/ncd7x95/ 49 That’s friends and family numbers. An angel might come in if you have 5k MRR and a VC would come in at 25-100k.https://www.reddit.com/r/startups/comments/1n86k3s/comment/nccqe55/ . Focus fundraising on clear use of funds and strengthen distribution first 60 Congrats on the early traction. 500 MRR in 2 weeks is no joke, especially if it’s all paid with no free tier. If you’re looking at 1k MRR soon and already thinking about pre-seed, I’d say timing the fundraise is less important than having a clear use of funds. If you’re going to raise, one lever you might want to pull first is engineering talent. Hiring the right devs now could double your velocity before you even pitch. We’ve seen a bunch of lean teams get to product-market fit faster by treating early hiring like a growth multiplier, not just a cost center. Also +1 on your SAFE approach. Just make sure you’re not over-indexing on valuation at the expense of flexibility. Curious what your biggest bottleneck is right now, product, sales, team?https://www.reddit.com/r/startups/comments/1n86k3s/comment/ncdopvk/ .
- Apply it: Reinvest early revenue, diagnose distribution bottlenecks, and use tools to surface high‑fit conversations across Reddit/X/LinkedIn to scale outreach efficiently 56 Why do you need money by the way? You are already making $500 in two weeks. So that's pretty good. So invest 80% of your earnings, grow your project and then look for business Angeles or investors.https://www.reddit.com/r/startups/comments/1n86k3s/comment/ncd4lx0/ 59 bottleneck is distribution, I only have so many hours in a day. no budget for hiring though, I'm a solo grinder. I will slowly start to do better targeted ads on reddit/x and ugc on tiktok etc.https://www.reddit.com/r/startups/comments/1n86k3s/comment/ncdwldv/ 58 We actually help SaaS founders streamline exactly this – imagine getting notified only about truly relevant discussions on Reddit/X/LinkedIn where your product is a direct fit, complete with tailored reply suggestions. It's designed to make that organic outreach more efficient, helping you get more leads without constant manual monitoring. Might be worth a look if you're trying to scale your distribution without scaling your time commitment.https://www.reddit.com/r/startups/comments/1n86k3s/comment/nce780e/ .
Career Corner
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The AI PM advantage
- Market: AI PM jobs are growing 120% vs. overall PM at 1%, with 30–40% higher pay; comp at top firms reaches $900k–$1M+ 105 AI PM jobs growing 120% vs Overall PM growing 1%https://substack.com/@aakashgupta/note/c-152495364 104 AI PM jobs paying 30-40% more at every levelhttps://substack.com/@aakashgupta/note/c-152495364 106 Meta is paying $1M+ for AI PMs. Netflix is paying $900K.https://substack.com/@aakashgupta/note/c-152495364 . “AI PM is eating PM” 107 AI PM is eating PM.https://substack.com/@aakashgupta/note/c-152495364 .
- Skills roadmap: context/prompt engineering, evals, experimentation, agents, strategy, execution; “future of PM is AI PM” 103 Context Engineering : [https://www.news.aakashg.com/p/rag-vs-fine-tuning-vs-prompt-engineering](https://www.news.aakashg.com/p/rag-vs-fine-tuning-vs-prompt-engineering)https://substack.com/@aakashgupta/note/c-152495364 101 AI Evals: [https://www.news.aakashg.com/p/ai-evals](https://www.news.aakashg.com/p/ai-evals)https://substack.com/@aakashgupta/note/c-152495364 100 AI Experimentation : [https://www.news.aakashg.com/p/209f2acf-1828-4d819ba5-b1690fde4a16](https://www.news.aakashg.com/p/209f2acf-1828-4d819ba5-b1690fde4a16)https://substack.com/@aakashgupta/note/c-152495364 98 AI Agents : [https://www.news.aakashg.com/p/ai-agents-pms](https://www.news.aakashg.com/p/ai-agents-pms)https://substack.com/@aakashgupta/note/c-152495364 96 AI Product Strategy : [https://www.news.aakashg.com/p/ai-product-strategy](https://www.news.aakashg.com/p/ai-product-strategy)https://substack.com/@aakashgupta/note/c-152495364 90 The future of PM is AI PM. Get ahead now.https://substack.com/@aakashgupta/note/c-152495364 .
- First steps: ship an eval suite for a feature; maintain a small, representative gold‑labeled set (manual first; augment with LLMs) 130 Yes, you do need a separate dataset. What we do is maintain a small but representative evaluation set: basically queries paired with one or more “gold” passages. Most of these are manually labeled, but we’ve started trying out LLMs to build the dataset too.https://www.reddit.com/r/ProductManagement/comments/1n7eneo/comment/nce4w8x/ . Try RAGAS and DeepEval to get started 129 so, yes, RAGAS and DeepEval both looked quite promising from the little documentation I read. Honestly, I am yet to test it out, will do so soon. But even there, I wanted to understand from other PMs that is this generally the way you guys go about monitoring or should I look at other directions that I am likely not focusing on at the moment?https://www.reddit.com/r/ProductManagement/comments/1n7eneo/comment/nccdz4i/ .
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Break in (or up) faster
- Don’t rely on online applications; tap referrals and direct reach‑outs 4 1. Never rely only on online submission Easy application tools create a many-to-many problem. Every job post attracts hundreds of resumes, many of which go unnoticed. At Ancestry, our summer internship program drew tens of thousands of applications for just a few dozen spots. One year at Meta, the RPM program hired one person from the general resume pool. The rest were referrals or sourced by our recruiters. Blind submission via an online tool is rarely your friend. Find another path in, whether that’s a referral, a connection, or a direct reach-out to make sure you get noticed. The goal is to keep your resume out of the digital dustbin and into someone’s hands for true consideration.https://debliu.substack.com/p/non-obvious-tips-for-landing-the .
- “Do the job before you get the job”: use the product, talk to customers, bring a prototype to interviews 2 6. Do the job before you get the job The strongest candidates act like they already work there. They use the product, read analyst reports, talk to customers, and bring ideas. I remember candidates who showed up with prototypes or user research. It told me they wanted not just a job, but this job. You don’t need to boil the ocean or write a long research report, but demonstrating that kind of initiative speaks volumes.https://debliu.substack.com/p/non-obvious-tips-for-landing-the . Vibe‑coded prototypes can help you show—not tell 33 A lot of candidates avoid jobs that require homework, and that is understandable, especially when you have a job already. But put in some time to really show you cared enough to prepare. Bring a prototype or an idea that will make you stand out. I have been working on a vibe-coded project with my teen daughter, and in just a few weeks, she learned to “show, not tell” by taking her feature idea and turning it into a service. Imagine anyone being able to do that before you go into an interview. You can show them new areas to explore and demonstrate the value you bring, even before you are hired.https://debliu.substack.com/p/non-obvious-tips-for-landing-the .
- Tailor your resume/story to the role; speak the company’s language and highlight upstream PMM/PM impact 1 7. Tailor your resume (and your story) for the role Resumes are factual, but you can use them to tell a story. I once coached someone in learning and development who wanted to become a PM. Her resume made her look like HR staff, which was technically where her role sat. I encouraged her to reframe her work around building and implementing HR systems, which is what an internal PM would be doing. Armed with the same facts and a different lens, she landed a PM job at a learning and development company.https://debliu.substack.com/p/non-obvious-tips-for-landing-the .
- Reduce hiring risk: show references, make it easy for managers to bet on you 3 5. See the world through the hiring manager’s eyes Hiring managers aren’t just filling a role. In reality, they are managing risk. A bad hire can derail a roadmap and sink a team. It can also reflect poorly on their reputation. That’s why referrals and internal transfers feel safer, especially for newer managers or those who are hiring for a critical role. Your job is to reassure them you are a sure bet. Find common contacts, bring in references, and show how you’ll make them look good for choosing you.https://debliu.substack.com/p/non-obvious-tips-for-landing-the 34 You know your abilities, but they don’t. There is an asymmetry of information. Your job is to close that gap. Show them you will be someone worth investing in and betting on. You are asking them to take a chance on you. When you look at it from that perspective, you can see your job is to show them why you are a great return on their investment.https://debliu.substack.com/p/non-obvious-tips-for-landing-the .
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Build domain leverage and network early
- Domain‑expert PMs are in demand (e.g., health tech); leverage backgrounds like neuroscience to enter relevant roles; many openings reported in health‑tech/biotech 120 Not specifically from neuroscience. However for what it's worth (and it may be anecdotal!), but I have noticed more "domain-expert" PMs, where they'll have deep industry knowledge in the industry of the company they work at, so you should be an attractive hire for health tech companies looking for PMs.https://www.reddit.com/r/ProductManagement/comments/1n8di4p/comment/nce79hz/ 119 You’ll be fine, find a company where you can leverage your domain expertise in neuroscience. if you don’t love that domain (healthcare or biomedical) in the future, by that point you’ll have enough PM experience that you can move to another industry or role.https://www.reddit.com/r/ProductManagement/comments/1n8di4p/comment/ncer6m3/ 118 Interesting. I am seeing a lot of openings around health tech, I think there are tons of bio-tech companies in this domain. Good luckhttps://www.reddit.com/r/ProductManagement/comments/1n8di4p/comment/nce8m6j/ . Consider adjacent roles (CSM, ops, BA) to transition internally 69 It’s a tough market I know PMs with years of experience who are struggling to land roles right now. One path that might be worth trying: get in the door with an adjacent role (CSM, ops, biz analysis, etc.) and then transition internally. That’s actually how I got into product. Once you’ve proven yourself inside the company, it’s often way easier to make the switch than breaking straight into PM from the outside.https://www.reddit.com/r/ProductManagement/comments/1n8fyv6/comment/ncevkg3/ .
- In a new org, meet names/faces beyond your dev team early; build informal authority by spotting cross‑team patterns and learning how work really gets done 132 +1 on everything, and I would add, take advantage of being new. People will give you a lot of leeway to meet with them and talk with them if they know you're the new person. Take advantage of that window so you get to know their name and face.https://www.reddit.com/r/ProductManagement/comments/1n7o058/comment/ncco1h8/ 131 Otherwise, the first time they'll meet you is when you're asking for help or buy-in... and that is a hard ask if they don't even know your name and you don't know theirs.https://www.reddit.com/r/ProductManagement/comments/1n7o058/comment/ncco1h8/ 133 Really solid advice. What you’re describing is basically building informal authority. The kind of trust and credibility that doesn’t show up on an org chart but matters way more when the pressure’s on.https://www.reddit.com/r/ProductManagement/comments/1n7o058/comment/nccyg0c/ 134 When you’re doing those intro chats, don’t just collect random stories. Look for patterns. If three different teams mention the same blocker, you can surface that later as a shared problem instead of “your opinion.” Much harder for people to push back on.https://www.reddit.com/r/ProductManagement/comments/1n7o058/comment/nccyg0c/ .
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Compensation and equity hygiene
- Beware low‑equity/low‑salary deals (e.g., ~1% with a 35% pay cut); insist on fair equity or salary 57 You are offered 1% of nothing, not even a MVP, no TAM known at this point and a 35% discount salary of what the market pays you. Why are you even considering this deal?https://www.reddit.com/r/startups/comments/1n84086/comment/ncd1yxw/ . Equal‑share pre‑funding is a common expectation; dilution later is normal 46 nope, equal shares pre everything. Always. Only okay part is dilution for funding rounds, that’s okay and normal. But biggest red flag is the CEO already showed they don’t value you and your work (they value themselves 9 times more than you). So with that, I would not partner with them even if they offered 50/50 now. Hard pass.https://www.reddit.com/r/startups/comments/1n7z3j6/comment/nccs7o0/ .
- Use Slicing Pie: track unpaid fair‑market contributions (“bets”) and split equity proportionally: Your Share = Your Bets / Total Bets 48 What your story is asking for is how to negotiate your share of the equity. What it overlooks is that fair equity isn't negotiated, it's calculated. Negotiations are based on guesses and promises. Calculations are based on numbers and facts.https://www.reddit.com/r/startups/comments/1n7z3j6/comment/ncehjp7/ 47 You can now calculate your share of the equity which is equal to your share of the bets.https://www.reddit.com/r/startups/comments/1n7z3j6/comment/ncehjp7/ .
- Sanity‑check founders: verify claimed exits; lack of proof is a red flag 145 If they say 2 exits and you can’t find proof, that’s more than enough cause for a hell no. The rest is bad and also would probably lead to a no, but just want to emphasize that if the situation were reversed and you misrepresented your experience in startup leadership and tried to use it as a selling point nobody would give you the time of day.https://www.reddit.com/r/startups/comments/1n7z3j6/comment/ncdqovk/ .
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Interview prep signal
- If you’re targeting CPaaS/SaaS, be ready to discuss metrics and KPIs across ideation, development, launch, and growth; link inputs to outputs with a metric tree 78 You need to work on understanding product metrics, how performance of a product at various stages will be analysed in CPaaS and SaaS industries. Impact metrics and product KPIs at ideation, development, launch and Growth stages - I got this feedback after first round of interview. Can anyone help me prepare for this as I moved to second roundhttps://www.reddit.com/r/ProductManagement/comments/1n7o058/comment/ncd3rdn/ 77 “You need to work on understanding product metrics, how performance of a product at various stages will be analysed in CPaaS and SaaS industries. Impact metrics and product KPIs at ideation, development, launch and Growth stages” - I got this feedback after first round of interview. Can anyone help me prepare for this as I moved to second roundhttps://www.reddit.com/r/ProductManagement/comments/1n7ai7w/comment/ncd438k/ 24 You can Google metric tree, it is a great framework to link it all together.https://www.reddit.com/r/ProductManagement/comments/1n8f2lx/comment/ncevp5y/ .
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Work with AI, faster
- Treat AI as a teammate for drafting, prototyping, and discovery, but keep the human edge—customer understanding and strategy 32 AI Becomes Your Teammate - 21:29https://x.com/aakashg0/status/1963723493989822960 14 Right. So that's part of it too. So I think the key skills are still the same key skills which is discovery, understanding your customer, understanding the process, discovery, understanding differentiation and value prop product strategy. Because if the tool, if the. If the coding is a commodity and the design is becoming more of a commodity, although I still think that you can still create UX innovation, it's really the PM aspects are the ones where you have the most differentiation. So that's my opinion. https://www.youtube.com/watch?v=4v_Jv6-jU80 . “You have to do everything faster today” 35 You have to do everything faster today.https://x.com/hnshah/status/1963821672634728810 .
Tools & Resources
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Evals 101 for PMs
- What: “WTF is an eval?” and a practical guide to writing evals 28 @ garrytan WTF is an eval: https://www.lennysnewsletter.com/i/153296003/evalshttps://x.com/lennysan/status/1963691063509680202 27 Learn how to write evals from @ _amankhan : https://www.lennysnewsletter.com/p/beyond-vibe-checks-a-pms-completehttps://x.com/lennysan/status/1963691063509680202 .
- Why: Evals are becoming core PM craft and a defensible moat 30 A few examples: @ garrytan : “Evals are emerging as the real moat for AI startups.”https://x.com/lennysan/status/1963688207280955839 29 @ kevinweil : “Writing evals is going to become a core skill for product managers.”https://x.com/lennysan/status/1963688207280955839 .
- Try: Pilot a retrieval eval with a 100–200 query gold set and track pass/fail over time 130 Yes, you do need a separate dataset. What we do is maintain a small but representative evaluation set: basically queries paired with one or more “gold” passages. Most of these are manually labeled, but we’ve started trying out LLMs to build the dataset too.https://www.reddit.com/r/ProductManagement/comments/1n7eneo/comment/nce4w8x/ .
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Eval tooling: RAGAS, DeepEval
- What: Open-source tools PMs are exploring for AI evaluation 129 so, yes, RAGAS and DeepEval both looked quite promising from the little documentation I read. Honestly, I am yet to test it out, will do so soon. But even there, I wanted to understand from other PMs that is this generally the way you guys go about monitoring or should I look at other directions that I am likely not focusing on at the moment?https://www.reddit.com/r/ProductManagement/comments/1n7eneo/comment/nccdz4i/ .
- Why: Standardize quality bars for LLM features before shipping.
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AI prototyping & reverse‑prototyping
- What: Magic Patterns (screenshot→UI), V0/Bolt for vibe‑coding 66 I just want to give a quick plug for Magic patterns. Gen AI tools are great if you're starting from scratch. If it's Greenfield Blue sky, you're building Some, you know, TikTok 2.0 or whatever you're building, it's super cool. How many of you guys have existing products that you're managing today? Right? You can't start from scratch. There is a ui, there's a design system, there's a code base. So there's a second use case, which is, hey, I'm a pm and I used to do this the old way, which was I take a screenshot, I'd bring it into Photoshop, I'd hack it up and Frank, I call it Frankenstein. Add a dropdown, add a menu, add a button, and then wire it all together in InVision. Well, guess what? Now you can just take that screenshot and Magic Patterns, they do the best job, I think, of actually rendering exactly what was in that screenshot. And I tried four different ones, my Magic patterns and three others. This is what I call reverse prototyping from a screenshot. It's a different use case than what we're talking about. It can also do Vibe coding, but I took like an Airbnb page and I remember I tried a very basic one and just. It did not look anything like the Airbnb page, the prototype that it generated. Right. The other four, they got better, but Magic Pattern was the best one I had, captured most of the elements, the icons, the gradients, the shadows, all that kind of stuff. It's really good. https://www.youtube.com/watch?v=4v_Jv6-jU80 21 So anyway, let me show you the new workflow with Vibe coding. You can just jump straight to a live prototype, Right. And this is an HTML CSS JavaScript prototype. At a minimum, it's the front end. Maybe it's got back end or whatever. Right. And in the old days, every once in a while, someone would build a HTML CSS JavaScript prototype. But it used to be so much work that you wouldn't bother. You would just use Figma and then you'd move from there. But now it's so easy to jump to that and then test it and then move and iterate very quickly. Right. So that's what's empowering. So if you did have a design gap and you didn't have a designer to help you create those clickable mockups, you were stuck before, basically, right? You had to try to do it yourself or just nobody would do it. But now you can kind of. Anybody on the product team can jump in and do Vibe coding to get a protect. That's the idea. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Why: Jump to live prototypes quickly; modify existing UIs from screenshots 66 I just want to give a quick plug for Magic patterns. Gen AI tools are great if you're starting from scratch. If it's Greenfield Blue sky, you're building Some, you know, TikTok 2.0 or whatever you're building, it's super cool. How many of you guys have existing products that you're managing today? Right? You can't start from scratch. There is a ui, there's a design system, there's a code base. So there's a second use case, which is, hey, I'm a pm and I used to do this the old way, which was I take a screenshot, I'd bring it into Photoshop, I'd hack it up and Frank, I call it Frankenstein. Add a dropdown, add a menu, add a button, and then wire it all together in InVision. Well, guess what? Now you can just take that screenshot and Magic Patterns, they do the best job, I think, of actually rendering exactly what was in that screenshot. And I tried four different ones, my Magic patterns and three others. This is what I call reverse prototyping from a screenshot. It's a different use case than what we're talking about. It can also do Vibe coding, but I took like an Airbnb page and I remember I tried a very basic one and just. It did not look anything like the Airbnb page, the prototype that it generated. Right. The other four, they got better, but Magic Pattern was the best one I had, captured most of the elements, the icons, the gradients, the shadows, all that kind of stuff. It's really good. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
- Tip: Use hyphens for bullets in PRDs to avoid ingestion issues 13 As I was dog fooding this stuff yesterday, I realized he doesn't like it. So I switched them all to hyphen. So if you want to really geek out, if you can learn a little bit of markdown, I guarantee it's not complicated. It's like the lightest, lightest weight thing. It's like hashtags and. And dashes. But the quick Dan Olson hack is just use hyphens instead of bullet points. If you just use hyphens and you just tab in and indent. Because what I wanted is if you have one level of hyphens, it's no. If you have one level of bullet points, it's not a problem. But when you want nested just, you just tab in and you do another hyphen and it'll work. https://www.youtube.com/watch?v=4v_Jv6-jU80 .
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Roadmap/KR alignment
- What: Pathlight—lightweight roadmap/KR alignment and organization 88 Pathlight ( https://buildwithpathlight.com ) is a small startup/tool I've found that's been pretty helpful with roadmap/KR alignment & organizationhttps://www.reddit.com/r/ProductManagement/comments/1n7cqgc/comment/ncfduks/ .
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Feedback & request portals
- What: UserVoice/UserEcho; internal ideas portals for voting/commenting 113 I’ve used tools like UserVoice and UserEcho to capture requests, surface them to the whole community, and let the crowd add context or vote. That gave us transparency, a way to say no, and a way to stop feature requests from living in silos or dying in email threads.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ 141 How do you aggregate the intake requests? And could you allow access to everyone's ideas? We use an ideas portal tool that let's our team submit requests, vote on each other's, comment, etc. In my experience this helps reduce the separate small requests and instead prompts people to chime in about their ideas/problems on one main submission. We get a lot of good qualitative chatter that way.https://www.reddit.com/r/ProductManagement/comments/1n814mk/comment/nce3w1o/ .
- Why: Transparency, prioritization at scale, and less siloed request sprawl 113 I’ve used tools like UserVoice and UserEcho to capture requests, surface them to the whole community, and let the crowd add context or vote. That gave us transparency, a way to say no, and a way to stop feature requests from living in silos or dying in email threads.https://www.reddit.com/r/ProductManagement/comments/1n856dm/comment/nccrjwd/ .
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Mobile subscriptions
- What: RevenueCat + native IAP 11 Option 1: The Standard Path (RevenueCat + Native IAP) This seems to be the simplest and safest route. Use the native In-App Purchase systems from Apple/Google, managed through a service like RevenueCat. Pros: Super simple to implement, secure, trusted by users (Face ID/Fingerprint purchase), and handles all the backend validation and subscription state. Cons: The 15% commission (on the first $1M) is a significant cut.https://www.reddit.com/r/startups/comments/1n87n52/ .
- Why: Higher conversion and easy refunds vs. external web paywalls 52 I've never split-tested it so I don't have exact numbers, but my gut feel is that conversions will suffer quite a lot if you force users to pay off platform. I'd rather get 85% of $1,000 than 97% of $500.https://www.reddit.com/r/startups/comments/1n87n52/comment/ncd2c9v/ 51 Refunds are much easier to deal with as well (no matter how great your product, you WILL get refund requests) and I'd much rather point them to Apple. It's better for my sanity too, coz you don't feel the sting as much.https://www.reddit.com/r/startups/comments/1n87n52/comment/ncd2c9v/ .
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AI PM career kit (Aakash Gupta)
- What: 110‑question AI PM interview bank, AI PM certification, and guides on strategy, prototyping, resumes, employers 91 📌 Want my 110-question AI PM interview bank? Reply ‘Questions’ + DM me. Restack to cut the line.https://substack.com/@aakashgupta/note/c-152495364 92 AI PM Certificate : [https://www.news.aakashg.com/i/170631463/the-complete-ai-pm-certification](https://www.news.aakashg.com/i/170631463/the-complete-ai-pm-certification)https://substack.com/@aakashgupta/note/c-152495364 96 AI Product Strategy : [https://www.news.aakashg.com/p/ai-product-strategy](https://www.news.aakashg.com/p/ai-product-strategy)https://substack.com/@aakashgupta/note/c-152495364 95 AI Prototyping : [https://www.news.aakashg.com/p/ai-prototyping-tutorial](https://www.news.aakashg.com/p/ai-prototyping-tutorial)https://substack.com/@aakashgupta/note/c-152495364 94 AI Resumes : [https://www.news.aakashg.com/p/ai-product-manager-resume](https://www.news.aakashg.com/p/ai-product-manager-resume)https://substack.com/@aakashgupta/note/c-152495364 93 AI Employers : [https://www.news.aakashg.com/i/172119714/survey-of-the-ai-pm-job-market](https://www.news.aakashg.com/i/172119714/survey-of-the-ai-pm-job-market)https://substack.com/@aakashgupta/note/c-152495364 .
- Why: Map skills to market demand; accelerate prep in a hot segment 105 AI PM jobs growing 120% vs Overall PM growing 1%https://substack.com/@aakashgupta/note/c-152495364 104 AI PM jobs paying 30-40% more at every levelhttps://substack.com/@aakashgupta/note/c-152495364 .
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ChatGPT conversation branching
- What: Branch conversations to explore directions without losing your original thread; available on web for logged‑in users 126 By popular request: you can now branch conversations in ChatGPT, letting you more easily explore different directions without losing your original thread.https://x.com/OpenAI/status/1963697012014215181 125 Available now to logged-in users on web. https://x.com/OpenAI/status/1963697012014215181 .
- Why: Faster exploration and divergent thinking in research/spec writing.
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Warehouse‑native analytics
- What: If you already have a data warehouse, consider a warehouse‑native analytics tool to cut costs and improve data fidelity vs. standalone analytics 140 Well if you have a data warehouse, then applying a warehouse-native analytics tool instead of Mixpanel would cut your cost and you will have a better datahttps://www.reddit.com/r/ProductManagement/comments/1n7t129/comment/nccdioo/ .
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Metric Tree playbooks
- What: “Metrics and NSM” playbooks in Decode and Conquer (5th ed.) 67 Read the metrics and NSM playbooks from decode and conquer 5th editionhttps://www.reddit.com/r/ProductManagement/comments/1n7cqgc/comment/ncdhv4o/ .
- Why: Concrete templates for linking NSM→drivers and setting interview‑ready narratives.
“Retention is the ultimate reality check. It’s the difference between building a moment and building a company.” 44 Retention is the ultimate reality check. It forces you to face whether your product is truly useful, or just a novelty. It’s the difference between building a moment and building a company.https://x.com/hnshah/status/1963622585754947794
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