Editorial

Deep Dive — Robots are learning what their actions do, not what to do

The Frontier

Deep Dive — Robots are learning what their actions do, not what to do

Between May and August, at least ten Chinese embodied-AI companies shipped a world model. That is a land rush in four months, and it arrived just as the World Robot Conference in Beijing turned into a showcase for the same idea. When a field this young converges this fast, the useful question is not who is winning — it is whether everyone is building the same thing. They are not, and the split tells you more about robotics in 2026 than any leaderboard does. The clearest statement of the split c

Mostik's bridge puts a 753B model's thinking inside a 4B phone model

The Frontier

Mostik's bridge puts a 753B model's thinking inside a 4B phone model

Two stories from the same frontier: a startup arguing that the next capability jump comes from wiring models together rather than scaling them up, and a Chinese robotics lab arguing that a world model is only useful if it knows what the robot's own actions did. Mostik, a four-month-old startup whose chief scientist is 2010 Fields Medalist Stanislav Smirnov, says it has built a translation layer that lets a 753-billion-parameter GLM-5.2 pass its internal state straight into a 4-billion-parameter

DeepSeek plans a 160,000-chip Huawei cluster in Inner Mongolia

The Arena

DeepSeek plans a 160,000-chip Huawei cluster in Inner Mongolia

Monday's stories are about what happens after the models ship: a Chinese lab committing to domestic silicon at a scale nobody has attempted, a record graduating class walking into a hiring market AI is quietly reshaping, and a retailer giving away its AI stack to move more hardware. DeepSeek plans to install at least 160,000 Huawei Ascend 950DT accelerators at a data center it is building in Inner Mongolia, according to people familiar with the matter — a deployment that would rank among the la

China's office agents: 20% of users burn 87% of the compute

The Everyday

China's office agents: 20% of users burn 87% of the compute

A million-user desktop agent just opened its logs, and the numbers say agent adoption is nothing like the chatbot curve. Also: OpenAI takes its newsroom AI program to Ukraine. China's first office-agent behavior report is out, and usage is extremely top-heavy. Published in Beijing on September 7, the report draws on real user data from LobsterAI, an open-source desktop office agent from a major Chinese tech company that passed one million users in August. The headline finding: the top 20% of us

AI 101 — What is a transformer?

The Frontier

AI 101 — What is a transformer?

A transformer is the neural network design almost every modern AI system is built on — an architecture that lets a model look at every word in its input at once and decide which other words matter for understanding it. That mechanism is called attention, and it is the reason AI went from clunky to conversational. The name comes from a 2017 paper by eight researchers at Google, titled "Attention Is All You Need." Before it, language models read text one word at a time, in order, like someone run

China's top court sets the rules of the road for AI deepfake lawsuits

The Guardrails

China's top court sets the rules of the road for AI deepfake lawsuits

China's Supreme People's Court put its judicial weight behind the "AI face-swap / voice-clone" problem on Monday, releasing a 24-article opinion that tells lower courts exactly how to rule on deepfake suits, AI hallucination claims, "doxxing-by-AI" cases, algorithmic price discrimination, autonomous-driving liability, model-training disputes, and open-source software. The opinion is the SPC's broadest attempt yet to translate the country's existing civil code into a working playbook for syntheti

HiDream-O1-Embodied tops RoboColiseum's robustness chart

The Frontier

HiDream-O1-Embodied tops RoboColiseum's robustness chart

A Chinese world-model lab's first move into embodied robotics lands on top of the toughest sub-score, while Alibaba ships a "multi-user workbench" that turns a sentence into a working group app. HiDream-O1-Embodied debuted at number one on the RoboColiseum robustness leaderboard, scoring 0.692 in the benchmark's most adversarial sub-track on its first submission. HiDream.ai (智象未来) framed the release as the "real-world" leg of a world-model strategy that already covers image (HiDream-O1-Image) a

Pachocki wants a slowdown — and OpenAI's own chart shows why it won't stick

The Guardrails

Pachocki wants a slowdown — and OpenAI's own chart shows why it won't stick

OpenAI published two documents on the same Sunday: one measuring how fast its own research is accelerating, and one from its chief scientist arguing that nobody should be going that fast. Read together, they accidentally document why the second one won't work. OpenAI's chief scientist says no lab has solved alignment well enough to keep scaling at full speed — and he wants voluntary slowdowns to become normal. In an essay published Sunday on OpenAI's site, Jakub Pachocki writes that "no lab has

iFlytek ships Spark X2.5, trained end-to-end on Chinese silicon

The Stack

iFlytek ships Spark X2.5, trained end-to-end on Chinese silicon

Two Chinese releases this morning bracket the same bet — that models and agent products can be built without American chips — plus a security firm's answer to the coding-agent mess we covered overnight. iFlytek released Spark X2.5, a 293B-parameter mixture-of-experts model with about 30B active, and the headline claim is not the size — it's the hardware. The company says the model was trained and is served entirely on domestically produced compute, continuing work on what it calls the hard prob

A blacklisted server giant shipped $5.6B of US AI gear through its Valley subsidiary

The Guardrails

A blacklisted server giant shipped $5.6B of US AI gear through its Valley subsidiary

The New York Times spent months on shipping manifests and came back with the cleanest map yet of how export controls actually fail: not at the border, but at the name on the door. Inspur, blacklisted by the US since 2023, moved at least $5.6 billion of advanced technology out of the United States between April 2024 and February 2026 — including more than $3 billion of Nvidia Blackwell servers — through a Silicon Valley subsidiary the government never listed. The company put on the Entity List w

A repo you only opened can run code through your AI coding agent

The Guardrails

A repo you only opened can run code through your AI coding agent

Two security stories worth your attention this morning, and neither is interesting for the reason the headlines suggest: both are about inputs we taught agents to treat as harmless. One is a git setting nobody audits. The other is the internet itself. Opening a suspicious folder is now enough to get code executed, and the agent's permission prompt never sees it happen. Security firm Manifold calls the pattern GitSpawn, and the mechanism is almost boringly ordinary. Coding agents gather context

Unitree's founder puts a number on robotics: two '80%' thresholds

The Arena

Unitree's founder puts a number on robotics: two '80%' thresholds

Three weeks after Unitree's Shanghai debut, founder Wang Xingxing used his first public speech since the listing to do something unusual for a robotics CEO on a big stage: he skipped the demo reel and named the metric that decides whether any of this becomes an industry. Wang Xingxing says the robotics boom starts when a robot handles ~80% of tasks in ~80% of unfamiliar places — and he puts that two to ten years out. Speaking at the 2026 World Robot Conference in Beijing on August 20, days afte