SIGNAL / NOISE
The Lotion, Not the Cure
In Duplicity, Tom Wilkinson plays a CEO named Howard Tully who's sitting on the one thing his competitor would kill for: a formula to regrow hair. He knows it'll get stolen. He's known from the start. So he doesn't guard it. He runs an elaborate operation to let his rival steal the wrong thing — a common skin lotion — and pockets the lead-time the real formula bought him. Tully gives the best speech in the movie about why being first matters: you get to reproduce with the highest frequency in the most desirable markets. That's not biology. That's corporate evolution.
Anthropic filed a confidential S-1 on Monday. Sure, SpaceX filed first and will probably price first — but SpaceX is a rocket company that happens to rent out compute, not a model lab. Among the pure plays, the two that live or die on the frontier, Anthropic beat OpenAI to the desk. $965 billion valuation, $47 billion run-rate. Every newsletter on earth led with the valuation. Wrong fire.
Because the model is the lotion. Opus 4.8, the leaderboards, the "4x fewer coding errors" — that's the formula everyone's racing to copy, and they will. MiniMax dropped M3 this week and closed the gap again. The fire gets stolen every quarter now, and Anthropic knows it better than anyone, because half the time they're the ones doing the stealing.
So what's the real formula? Operations. The harness, the forward-deployed engineers sitting inside the Fortune 500, the tie-ups with the big PE shops, and a deployment order that reads like a campaign map: coding first, then consulting, then finance, then whatever's inland from there. Coding isn't the destination. It's the beachhead — the market with the cleanest ROI and the fastest reproduction rate, the place you land before you move.
And the beach is getting crowded. Anthropic, OpenAI's Codex, and a SpaceX holding a $60 billion option on Cursor are all fighting over the same coders. Three forges, one prize. Competition bends that margin curve down — not this morning, but it bends. Which is why you don't plant a flag and sit. You spend the lead-time reaching the next market before this one commoditizes.
That's the read on this S-1. It's not a model company going public. It's an operation going public, raising the money to out-deploy everyone while the fire is still worth something.
The fire will be stolen. What you build with it before then is the only thing that was ever yours.
At COAI today: the full Signal/Noise — the Vatican photo-op, the Pentagon fight Anthropic lost on purpose, and why Dario's X account has gone silent since April 7 — is live at getcoai.com.
Today's column is about operations beating the idea: deployment sequencing, and the counterparty risk hiding under your compute stack. That's the work we run at Outsider Labs. If your team can name its beachhead market but not the three markets after it, that's the conversation we're built for.
ONE — A NUMBER THAT SUMMARIZES THE DAY
$1.25 billion a month. That's what Anthropic pays xAI — a direct competitor — to rent the Colossus supercomputer, on a deal running through 2029 worth north of $40 billion. The most valuable AI startup on earth, the one that just filed to go public, can't make enough of its own fire, so it leases the forge from the man it's racing. Fifteen billion a year just to keep the reproduction rate up. That's what conviction costs.
THREE — ACTIONS TO TAKE TODAY
Pick the market, not the model. Anthropic's $965B story has nothing to do with Claude scoring higher this week. It's the sequencing — coding, then consulting, then finance, with an operation built to land in each. If you're choosing an AI vendor today, quit comparing benchmark scores that go stale in a quarter. Ask which one is actually building distribution into your industry. That's the durable bet.
Audit who makes your fire. Anthropic pays a rival $1.25B a month for compute because even the leader can't self-supply. Today, list every AI capability your business leans on and write down who owns the layer beneath it: the model, the inference, the chips. Anywhere you're renting from a company that also competes with you, you have a counterparty problem worth pricing now, not later.
Treat this quarter's model as disposable. MiniMax M3 shipped this week and closed the frontier gap again. Whatever you standardized on is a depreciating asset. Build your workflows so swapping the model underneath is a config change, not a rebuild. The teams that win don't marry a model. They build the harness that makes swapping one out a Tuesday.
FIVE — STORIES TO KEEP YOU INFORMED
Monday, June 1
Anthropic beats OpenAI to the IPO desk. Confidential S-1 to the SEC at a $965B valuation on a $47B run-rate — the first of the pure-play AI labs to file. SpaceX is further along, but SpaceX is a rocket-and-compute company; among the model labs, Anthropic went first. (Full analysis above.)
Florida hands Anthropic a gift and calls it a lawsuit. AG James Uthmeier sued OpenAI and Sam Altman personally Monday — an 83-page complaint seeking to hold Altman individually liable over ChatGPT-linked deaths. First state to sue. Right as Anthropic's prospectus lands, its rival's governance becomes the cautionary tale.
Jensen puts a supercomputer on your desk and hedges his own data centers. At GTC Taipei, NVIDIA unveiled Vera, the first CPU built for agents (1.8x x86), plus the RTX Spark "trillion-parameter desktop." The company that got rich renting cloud GPUs is quietly betting the PC can claw work back from the cloud.
The boring layer raised $763 million while everyone watched Anthropic. Groq is rebuilding as an inference cloud after NVIDIA bought its IP for $20B; OpenRouter pulled $113M after 5x-ing its token volume. When every model is good enough, the money moves to whoever routes and delivers the tokens.
OpenAI breaks ground in Michigan the same day it gets sued. OpenAI and Oracle held the official groundbreaking Monday on the $16B Stargate campus in Saline Township — more than a gigawatt of compute, 2,500 union construction jobs. Sued in Florida by morning, pouring concrete in Michigan by afternoon. Whatever else it is, it's not a company in retreat.
— Harry and Anthony
Sources:
Duplicity (2009), dir. Tony Gilroy — Howard Tully's "corporate evolution" speech