MOONSHOTS SUMMARY: JUNE 6TH, 2026

AI Starts Building Itself & Argentina Invents the Non-Human Corporation (AI Personhood?)

Jun 08, 2026

Article voiceover

0:00

-9:24

We recorded an unscheduled Saturday episode because of one document. Anthropic published a paper, “When AI Builds Itself,” with internal data showing how far recursive self-improvement has already gone. We covered that, then Argentina’s new legal framework for AI corporations, then Friday’s jobs report. Salim Ismail, Dave Blundin, and Dr. Alex Wissner-Gross joined me. Here’s what we covered.

WHEN AI BUILDS ITSELF

What Anthropic Published, and Why It’s Alarming

The paper comes from the Anthropic Institute, written by Marina Favaro and Jack Clark. Here is what’s in it.

80% of new code is now written by Claude. More than 80% of the code merged into Anthropic’s own codebase is machine-written, not human-written.
8x engineering throughput. Anthropic’s engineers are shipping eight times as much code per quarter as they were a year ago.
Task horizons exploded. Claude Opus 4.6 can now complete tasks that take a skilled human 12 hours. A year ago the ceiling was four minutes. On the METR autonomy benchmark, the time horizon AI can work unsupervised is doubling every four months, up from every seven.
A 2027 projection. If the trend holds, Anthropic states that by the end of 2027 Claude will handle week-long tasks on its own.
Research taste is the last human job. The paper says the only remaining frontier for their human engineers is “research taste,” the judgment of which experiments are worth running, and they expect to automate even that within a year.

Why it’s alarming is the conclusion they drew from their own data. A company about to IPO at a trillion-dollar valuation, with 640% user growth, used the paper to call for a temporary global pause on frontier AI. Their words: “We believe it would be good for the world to have the option to slow or temporarily pause frontier AI development to enable societal structures and alignment research to keep up.” A lab with every incentive to stay quiet through its IPO instead published evidence that AI is now improving AI, and asked the world to build a brake.

The technical report also included two employee quotes that landed hard. One engineer: “It’s been five months since I last wrote any code myself.” Another: “On days where everything works well, I can’t help but think nothing I do matters.”

“I’m calling it here. This is early start of recursive self-improvement.” — Peter H. Diamandis

What the Mates said:

Alex does not expect a hard takeoff. He thinks we pass through human and superhuman performance smoothly, the way we passed the Turing test “with a whimper, not a bang.” He rejects the idea that the last 20% is asymptotic: autonomy horizons are heading toward effectively infinite.
Salim read the timing as a tell. If progress were going to stall, Anthropic could have waited. They published because internally they have a clear sense of when the threshold gets crossed.
Dave made the key technical point: recursive self-improvement does not require an Einstein-level AI. It requires faster inference and better chips. A 100x performance gain at the bottom of the stack, already in the pipeline, can push the system over the line.

There’s a governance story attached. In the last 24 to 48 hours, reporting indicates the White House has converged on a version of Senator Sanders’ proposal: a government equity stake in the frontier labs as the basis for a universal basic dividend. Both parties, the same idea, at the same moment the labs hit self-improvement. Anthropic’s own paper invokes the post-Cuban-Missile-Crisis nuclear treaty as the precedent: not a unilateral stop, but a coordinated option to slow down.

“We drove straight through the Turing test with a whimper, not a bang. I suspect we go straight through recursive self-improvement the same way.” — Alex Wissner-Gross

ARGENTINA’S NON-HUMAN CORPORATION

A New Legal Category for Machine Intelligence

President Javier Milei published an op-ed in the Financial Times, “Argentina Invites AI to Free Itself.” The proposal has three concrete pillars:

No AI regulation. A commitment to keep AI completely unregulated.
The non-human corporation. A brand-new legal category for entities owned and operated entirely by AI agents or robots. Human shareholders are permitted but not required. Milei explicitly frames it as the next step after the limited liability company, citing the Dutch East India Company’s 1602 invention of limited liability.
Low corporate tax for AI companies. A tax structure designed to pull AI businesses to Argentina.

Milei’s line: “As much as the Industrial Revolution freed us from the constraints of the human muscle, AI will free us from the constraints of the human brain.”

This is the first attempt anywhere to create a legal container for autonomous intelligence, and it doesn’t sit alone. Argentina already courted OpenAI’s Stargate project for $20 billion-plus in Patagonia data centers, and Milei announced a “social digital twins” program that uses public data on citizens to simulate policy outcomes. The country is positioning itself as a single national special economic zone for AI.

What the panel said:

Salim: Someone was going to do this, and the first mover gets a durable advantage, the way Zug and Singapore captured early crypto. He noted that viewers of this podcast are advising President Milei directly.
Dave: Argentina was the wealthiest country on Earth in the mid-1800s before bad policy ruined it, and it has the raw resources to back this up. He named it one of only three countries (with the US and France) fully self-contained for the energy and materials a large AI buildout needs. His case study: the world’s largest asset manager has an AI giving 99.9%-accurate financial advice but can’t deploy it in the US for fear of lawsuits over the 0.1%. The fix he suggested was to run it in Argentina first.
Alex: It is likely not a coincidence that Peter Thiel is relocating there as this is announced.

“This is like the Swiss banking system capturing global finance with a unique legal structure. Now there will be many fast followers. I’m guessing countries like El Salvador and UAE” — Peter

PREDICTIONS FOR THE SECOND HALF OF 2026

Alex: Major problems in math, physics, and engineering fall to AI. Possible quasi-nationalization of the frontier labs via golden shares (he puts the odds under 10%). A stunning physics result may be weeks away.
Salim: The agent era gets real inside enterprises, with the bottleneck shifting from AI capability to permissions (can an agent access data, spend money, sign, trigger workflows). The non-human corporation kicks off a global jurisdictional race. White-collar layoffs from organizational redesign, plus a public backlash he’s already seeing in data-center NIMBY fights.
Dave: Legacy enterprises are adopting AI faster than expected. Companies actively selling and building relationships are growing as fast as they can sign deals.
Peter: Proof of epigenetic reprogramming in humans, countries racing to become longevity hubs, a Tesla-SpaceX merger before year-end, and the newly public frontier labs launching a major acquisition spree.

HERE’S THE BOTTOM LINE...

Anthropic published internal data proving AI is already building AI, then asked for the option to slow down on the eve of a trillion-dollar IPO. Argentina created the world’s first legal framework for non-human corporations. The institutions we built for the last century are being rewritten in real time.

Catch the full episode wherever you get your podcasts, and join us at the Moonshots Gathering in Los Angeles. Register at www.moonshots.com.

See you next week,

Peter