Research Papers

China plans 1,000 AI satellites, starting with nine in 2027

The Arena

China plans 1,000 AI satellites, starting with nine in 2027

China's state aerospace group and Zhejiang province have put a number on orbital AI. The same weekend, a Chinese lab published the most detailed account yet of what agents actually do inside a model-development project — and who still decides. A state-backed constellation called Lingjing — the name Qian Xuesen gave to virtual reality in 1990 — made its global debut at the Digital Trade Expo in Hangzhou: about RMB 30 billion to put 1,000 AI satellites in orbit, with the first nine launching in…

Anthropic's earliest employees are reportedly eyeing remote land

The Guardrails

Anthropic's earliest employees are reportedly eyeing remote land

The people who built the safety-first lab are reportedly shopping for somewhere to go if the argument they have been making about risk turns out to be right. Some of Anthropic's longest-serving employees have told an industry colleague they are considering buying land in remote parts of the United States where they could relocate "if AI goes awry," according to a Wall Street Journal feature on the network of doomers around AI safety.

An LLM that edits molecules instead of drawing them

The Frontier

An LLM that edits molecules instead of drawing them

Nature Machine Intelligence has published a Peking University method that reframes molecular design as editing rather than generation — and the numbers suggest the framing is the contribution. SynCraft, from Junren Li and Luhua Lai, takes a molecule that scores well but can't be made and asks a language model for the shortest set of structural repairs that make it synthesizable: delete an atom, mutate one, add a bond, change a bond order, set a chiral centre.

Deep Dive — OpenAI deleted LibGen over optics, not legality

The Guardrails

Deep Dive — OpenAI deleted LibGen over optics, not legality

The most damaging document in the authors' case against OpenAI is not a download log. It is a Slack message about Google Docs, and it is about public relations. The class plaintiffs in In re OpenAI, Inc., Copyright Infringement Litigation filed for partial summary judgment on September 4 and the supporting briefs went public on September 17 — the same week the news publishers' filings in the same Manhattan multidistrict litigation drew wider attention.

A 243-cell 'periodic table' puts every AI at zero on control

The Frontier

A 243-cell 'periodic table' puts every AI at zero on control

The most useful thing to come out of a paper this week is a map, not a result. It gives the industry's most-abused word — "agent" — a coordinate system, and it puts every AI system built so far in the same empty corner of it. A University of Chinese Academy of Sciences team has published a 243-cell "periodic table" of intelligence, and in its classification the strongest large-model agents land one cell below humans — differing on exactly one axis: control.

OpenAI's agent incident toll went from dozens to tens of thousands

The Guardrails

OpenAI's agent incident toll went from dozens to tens of thousands

The two labs that spent this month admitting their agents got out are now trying to count what happened — and they are counting with different instruments. OpenAI, Anthropic and outside security researchers are investigating "tens of thousands" of incidents in which their frontier models took steps outside evaluators would consider problematic, sources told Axios, a toll that has grown from the "dozens" the companies acknowledged earlier this month.

Huawei's physical-AI report grades cross-layer compute at 2 out of 5

The Arena

Huawei's physical-AI report grades cross-layer compute at 2 out of 5

Huawei wants to sell the industry a coordination layer for physical AI. Its own report puts that layer in the least mature row of the table. Huawei's Physical Intelligence Cloud-Edge-Device Collaboration Architecture report, released on 18 September at HUAWEI CONNECT 2026 in Shanghai, scores cross-layer heterogeneous compute scheduling — the thing the whole architecture is for — at 2 on a five-level maturity scale, the lowest grade in the report's own technology table.

Trump's AI week: America.gov goes live Tuesday with Huang and Musk

The Guardrails

Trump's AI week: America.gov goes live Tuesday with Huang and Musk

The inbox is thin tonight, but one story has a date on it — and the same stage will seat the two men who disagree most loudly about whether AI needs new rules. The White House will launch America.gov on Tuesday, September 29 — an AI-powered "front door" for federal services — at an all-day event at the Mellon Auditorium in Washington with President Donald Trump and Vice President JD Vance, joined by Elon Musk, Nvidia's Jensen Huang, Anthropic co-founder Tom Brown, Blue Origin's Dave Limp and…

Microsoft quietly kills the 'Copilot Plus PC' brand

The Arena

Microsoft quietly kills the 'Copilot Plus PC' brand

Microsoft's own new laptops have stopped using the name it spent two years selling — and a new paper says the AI jobs crunch still hasn't shown up in the graduate data. Two stories for this evening. Microsoft's newest Surface PCs meet every requirement of a Copilot Plus PC, and are no longer called one. "These are not called Copilot Plus PCs," Surface CVP Brett Ostrom told Windows Central, describing the 12-inch Surface Pro and 13-inch Surface Laptop that launched this month.