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Founders and investors tell each other to read Anthropic's S-1 for themselves
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Anthropic's IPO filing was the most-recommended document of the day, with Sarah Guo, Jason Lemkin and Aaron Levie each pointing to different parts of it. Other picks: Marc Andreessen's essay on self-driving companies, OpenAI's ETH-refutation preprint, and a few more.

Anthropic's S-1: three investors, three reasons to read it

Sarah Guo shared the SEC filing with the line "read for yourself (not investment advice)." She wants to see whether a company with a strong mission changes how it operates under quarterly public scrutiny, and whether public opinion shifts once retail investors own part of the upside. Her first observations were an inflection in operating profit, a strong emphasis on novel discovery and bio, a mismatch between consumption-based revenue and long-term compute obligations, and limited shareholder influence. She singled out the "20 pages of chosen case studies starting 220."

Jason Lemkin said: "Read the filing, not the headlines." He linked his SaaStr write-up, 5 Learnings from Anthropic's S-1, which highlights 900% NRR, $6.6M in revenue per employee and "$41M to $16.3B in half a year." The write-up is his own material.

Aaron Levie pointed to Ben Bajarin's post on the filing's Fortune 500 data. According to Bajarin, Anthropic's revenue from those customers averages less than 0.1% of their expenses. Levie called this "the key stat" and sees no reason it can't grow 10–50X. He argues the big jump will come as enterprises rewire their processes for agents. His takeaway: the S-1 shows "the strength of the frontier lab business model" and "how early we are in the build out of AI."

Patrick O'Shaughnessy called it a "good day to rewatch" his conversation with Anthropic CFO Krishna Rao. It was Rao's first podcast appearance. Topics include how he allocates compute across Trainium, TPUs and GPUs, what investors misunderstand about model companies, and platform vs. application strategy.

Amjad Masad: Marc Andreessen on chaotic technology adoption

Masad called Andreessen's Replit and the dawn of the self-driving company "a fantastic piece placing this shift in the history of computing." The essay argues that a chaotic entrance is one of the best signs a technology will change the world. Andreessen cites Andy Grove's question of who will "let chaos reign, and then rein in the chaos." He compares agents to PCs, which people brought to work whether IT allowed it or not. Masad has a stake here: the essay praises Replit's own "Agent Habitat."

OpenAI's claimed refutation of ETH

Ryan Williams posted a direct link to OpenAI's preprint. It claims 3SAT on n variables can be solved in about exp(n/(log n)^{1/2+o(1)}) time. Tim Sweeney shared it with "Wow!" Martin Casado called ETH being false "a stunning result." It is still a claim, not a peer-reviewed result.

Shorter mentions

  • Clem Delangue shared Liza Dwoskin's Washington Post story. It reports that ex-DOGE cyber researchers used AI agents to get into Anthropic's systems in under 12 hours, including Slack channels where its most sensitive models are discussed. His takeaway: anyone who thought "concentrating AI behind closed doors is safe" should "update your priors."
  • Ryan Hoover framed YC's interview with Farza as a modern-day version of Bezos's "working backwards" press release: start from the launch and ask what the Instagram caption says. In the interview, Farza tells YC's Aaron Epstein why founders should launch constantly and how he scripts videos that still feel off the cuff.
  • Balaji Srinivasan: on a Farcaster stream, the host read out Balaji's prize brief for a 59-second video on civility, "starting with Norbert Elias's book, The Civilizing Process." The brief's argument is that people who are polite to each other can cooperate at larger scale and build more valuable things.
Founders and investors tell each other to read Anthropic's S-1 for themselves
Balaji Srinivasan
Profile

Balaji’s brief for a 59-second civility explainer names Norbert Elias’s The Civilizing Process as its starting book. The brief asks creators to show how civility developed and enabled large-scale cooperation; it argues that respectful behavior lets people cooperate at greater scale and build more valuable things together.

Surprise guest Balaji Srinivasan on Civility, Crypto, and the Network State: GM Farcaster ep398
jack
Profile

Jack Mallers recommends looking up Stratum V2 and other decentralized-pool work in the context of mining-pool centralization; he highlights letting miners build their own block templates instead of relying on a pool’s template.

Ask Jack: Is Mining Centralization A Threat?
Jason ✨👾SaaStr.Ai✨ Lemkin

Jason Lemkin linked a SaaStr post/video while arguing that a well-trained agent can outperform a junior human SDR at qualifying inbound leads . The video’s example: a Base44 agent recalled that the CEO had attended SaaStr and Wix had bought Base44—details the human forgot—and Amelia Lerutte says the inbound lead booked a meeting within ten minutes .

A well trained agent is better in almost every single way than a junior human SDR in qualifying inbound [https://x.com/saastr/status/2114… An inbound came in from Base44. The agent knew their CEO had been to SaaStr, and that Wix bought them. The human forgot both. "They went …
Patrick OShaughnessy

Patrick O’Shaughnessy recommended rewatching his podcast conversation with Anthropic CFO Krishna Rao (episode post); it was Rao’s first podcast appearance. O’Shaughnessy said the appeal was hearing what it is like inside a consequential company at a pivotal moment; topics included compute allocation, investor misunderstandings about model companies, and Anthropic’s platform-versus-application strategy.

Good day to rewatch [https://x.com/patrick_oshag/status/2054532117410054252](https://x.com/patrick_oshag/status/2054532117410054252) Krishna Rao is the CFO of Anthropic, and this is his first podcast appearance. He joined the company two years ago when run-rate revenue …
benahorowitz.eth

@bhorowitz endorsed Ice Cube’s video tribute to D.O.C. as “super thoughtful.” The tribute was shared ahead of D.O.C.’s Paid in Full Award, and @Passionweiss described it as one of the most powerful things they had heard in a long time. Video

No doubt. Super thoughtful from [@icecube](https://x.com/icecube) [https://x.com/Passionweiss/status/2114803759306137936](https://x.com/P… This tribute from Ice Cube to D.O.C., right before the latter received his Paid in Full Award this weekend, was one of the most powerful …
sarah guo

Sarah Guo (@saranormous) recommended reading Anthropic’s S-1 filing (SEC filing); she said she was curious whether a strong mission changes under quarterly public scrutiny and whether retail ownership changes public opinion. She flagged an operating-profit inflection, emphasis on novel discovery and bio, a mismatch between consumption-based revenue and long-term compute obligations, limited shareholder influence, and many case studies. She also called 20 pages of chosen case studies starting at page 220 interesting.

read for yourself (not investment advice). I am curious to see how 1) a company with strong mission changes - or doesn’t - how it operate… CONGRATS Anthropic on their S-1 filing! Unsurprising, but first observations: inflection in operating profit, strong emphasis on novel di… 20 pages of chosen case studies starting 220 are interesting
Patrick OShaughnessy

Patrick O'Shaughnessy recommends a video podcast conversation with Anthropic CFO Krishna Rao, his first podcast appearance, as a chance to hear what it is like inside Anthropic at a pivotal moment. They discuss compute allocation, what investors misunderstand about model companies, returns to frontier intelligence, platform-versus-application strategy, and Anthropic's internal use of Claude. Episode post.

Krishna Rao is the CFO of Anthropic, and this is his first podcast appearance. He joined the company two years ago when run-rate revenue … A list of stats from the Anthropic S-1: - NDR is \~900% - Revenue per employee is over $6.6M, up from about $1.4M a year earlier - Revenu…
Vinod Khosla

Vinod Khosla endorsed @hawkblogger’s X post, which says the Seahawks locker room erupted with cheers, calling it a “True message to the doubters.” His takeaway: teams have ups and downs, but great coaching and player excellence “will come thru.”

True message to the doubters. Teams will have ups and downs but great coaching and player excellence will come thru. [https://x.com/hawkb… Seahawks locker room erupting with cheers.
Aaron Levie

Aaron Levie said the S-1 discussed alongside data about Anthropic’s Fortune 500 customers is useful for understanding the strength of the frontier-lab business model despite competition and how early AI’s build-out remains.

This is the key stat. The average Fortune 500 customer of Anthropic spends less than .1% of their expenses on Anthropic. While that numbe… More than half of the Fortune 500 already qualifies as a significant customer, but Anthropic’s revenue from those companies averages less…
Jason ✨👾SaaStr.Ai✨ Lemkin

Jason Lemkin urges readers to “Read the filing, not the headlines,” recommending Anthropic’s S-1 . He links a SaaStr post, “5 Learnings from Anthropic’s S-1”, which highlights 900% NRR, $6.6M in revenue per employee, and “$41M to $16.3B in half a year” .

New!! 5 Learnings from Anthropic's S-1 900% NRR. $6.6M in revenue per employee. $41M to $16.3B in half a year. Read the filing, not the h…
Elon Musk

Elon Musk called @Geiger_Capital’s X post an “Interesting question” and linked to it (post). The post asks which Brazilian voting machines stayed open and why they were not locked at 5pm, saying a Supreme Court extension was relayed minutes after polls were supposed to close.

Interesting question [https://x.com/geiger_capital/status/2114503174241615963](https://x.com/geiger_capital/status/2114503174241615963) The major question in Brazil… At exactly 5pm, a code is supposed to be entered that closes and locks the voting machines. Once a machine …
Ryan Hoover

Ryan Hoover linked YC’s post featuring an interview with Farza and YC’s Aaron Epstein about launch videos, framing its “work backwards” approach as a modern-day Bezos-style press release: start from the launch and work back to the Instagram caption.

Modern-day Bezos “working backwards” press release: “[When building something new] we work backwards from the launch… What’s the copy on … There’s a misconception that a successful launch video needs to cost tens of thousands of dollars and feel like a high production commerc…
Elon Musk

Elon Musk endorsed Devon Eriksen’s post with “Yes,” linking to it; Musk gave no further explanation. Eriksen’s post . Eriksen argues that tribal belonging is a fundamental human need and that denying young men a tribe or homeland risks driving radicalization; he calls for immigration-law changes and action on the 14th Amendment.

Yes [https://x.com/devon_eriksen_/status/2114776875293650948](https://x.com/devon_eriksen_/status/2114776875293650948) Humans are a pack animal. This may be hard to understand if you are evangelical and think the book of genesis is literal rather than alle…
Amjad Masad

Amjad Masad recommends Marc Andreessen’s “Replit and the dawn of the self-driving company”, calling it a “fantastic piece.” Masad says it places the shift toward self-driving companies in computing history, where major revolutions first enter businesses chaotically and are later harnessed.

For centuries, the architecture of the firm has barely changed: hierarchies of people organized into departments and coordinated through … [https://x.com/i/article/2114743948346556416](https://x.com/i/article/2114743948346556416) Replit and the dawn of the self-driving company
Amjad Masad

@amasad (Amjad Masad) shared his article The Rise of the Self-Driving Company, introducing it with “Software ate the world, now it’s learning to run it.” The article argues that AI agents will increasingly handle execution and coordination while people set goals and exercise judgment, enabling “Self-Driving Companies.”

Software ate the world, now it's learning to run it. [https://x.com/i/article/2114767897239375872](https://x.com/i/article/21147678972393… The Rise of the Self-Driving Company
Elon Musk

Elon Musk endorsed an X post by @Rothmus about Lula’s appointments to Brazil’s Supreme Court and their votes to convict Jair Bolsonaro, replying “True” and linking to the post.

True [https://x.com/rothmus/status/2114758484181049844](https://x.com/rothmus/status/2114758484181049844) Lula packed Brazil’s Supreme Court with his own lawyer and justice minister and had them lock his rival up for 27 years. Back in 2023, af…
Elon Musk

Elon Musk endorsed Gad Saad’s X post with “Good point,” linking to it; Saad argued that dire predictions about Trump’s first term and warnings that his second term would end democracy or impose martial law had not come true.

Good point [https://x.com/gadsaad/status/2114516359493361970](https://x.com/gadsaad/status/2114516359493361970) When [@realDonaldTrump](https://x.com/realDonaldTrump) was elected for his first term, innumerable people including most of my academic c…
clem 🤗

Clem Delangue pointed readers to Liza Dwoskin’s report (gift link), which said ex-DOGE cyber researchers used AI agents to penetrate Anthropic’s systems—including Slack channels where sensitive models are discussed—in under 12 hours; he offered it as a reason to update priors that closed-door AI is safe.

If you were thinking concentrating AI behind closed doors is safe, it is time to update your priors! [https://x.com/lizzadwoskin/status/2… EXCLUSIVE: In less than 12 hours, a group of ex-DOGE cyber researchers were able to penetrate Anthropic’s systems using AI agents — inclu…