Research Papers

Trump's answer to the pacing ask: he already has criminal power over the labs

The Guardrails

Trump's answer to the pacing ask: he already has criminal power over the labs

The AI pacing debate stopped being about risk on Monday. Washington's reply to the frontier labs asking for a rulebook was a reminder about the powers already on the books, and from Frankfurt came the counter-argument that Europe is buying the leverage it claims to lack. President Trump spent Monday telling the AI industry it needs no new guardrails, then listing the ones he says he already holds.

Two high schoolers used AI to close a Fields Medalist's open problem

The Frontier

Two high schoolers used AI to close a Fields Medalist's open problem

A math preprint that should not have landed this week, a leak about who actually reads your ChatGPT conversations, and OpenAI admitting its chip design ran on models nobody outside can use. Two Oak Park High School students, with a UCLA postdoc as mentor, have posted a 75-page arXiv paper extending the theory of Lorentzian polynomials — the combinatorics framework Fields Medalist June Huh helped build — to arbitrary degree, settling a bounded-ratio question the quadratic case left open.

King Charles hosts the frontier labs while Washington won't

The Guardrails

King Charles hosts the frontier labs while Washington won't

Monday's pacing fallout went two directions at once: the one Western figure with no electoral stake in AI is convening the labs, while Beijing upgraded its rebuttal to an accusation — and quietly already regulates for Amodei's worst case. Britain's King Charles will host leaders of Nvidia, Google DeepMind, OpenAI and Anthropic, along with the UK's AI minister, this week to discuss whether the technology needs a shared set of principles.

Anthropic tells investors it will be profitable for a second quarter

The Arena

Anthropic tells investors it will be profitable for a second quarter

The week AI's biggest labs spent asking for permission to slow down ended with one of them telling shareholders the money is very good — and the number attached to that claim reframes the entire pacing debate. Anthropic has told shareholders its adjusted operating income will be positive for a second straight quarter, with gross margins above 80%, according to the Financial Times, which sourced the report to multiple people with knowledge of the matter.

Ant's new guardrail reads the model's own hidden states mid-sentence

The Guardrails

Ant's new guardrail reads the model's own hidden states mid-sentence

A Chinese fintech giant shipped the safety layer most labs only describe in system cards, and a Science Advances paper taught an AI to watch chemical bonds break. Ant Group has released SingProbe, a guardrail that runs inside the model it polices. Instead of a second classifier re-reading the text, SingProbe reads the base model's own hidden states as tokens are produced, and outputs a ten-dimensional signal covering three jobs at once: what the user is asking for, whether the answer taking…

DeepSeek reportedly hires a Hillhouse partner as CFO

The Arena

DeepSeek reportedly hires a Hillhouse partner as CFO

Two China-adjacent capital stories and one power-grid shift: the lab racing toward a Shanghai listing is hiring the money person, and the hyperscalers are discovering that being the villain in your electricity bill is bad for business. DeepSeek has reportedly brought in Yan Wentao, a post-90s partner at Hillhouse's venture arm, as chief financial officer — the missing piece in a listing that is now visibly being staffed rather than merely discussed.