Research Papers

Ant's AI reads gastric tumors to predict who relapses after surgery

The Frontier

Ant's AI reads gastric tumors to predict who relapses after surgery

Two stories this morning are about the same underlying bet: that AI earns its place by being right about something narrow and measurable. One is a gastric cancer model validated on thousands of real patients; the other is a regulator deciding that some uses of AI are too socially expensive to leave alone. Ant Group's medical AI lab and Hebei Medical University's Fourth Hospital have published three models that predict what surgeons currently guess at — who will have serious complications after…

Anthropic's alignment lead puts extinction odds above 10%

The Guardrails

Anthropic's alignment lead puts extinction odds above 10%

A number landed Tuesday that no frontier lab has put on the record before: the person running alignment science at Anthropic says there is a greater than 10% chance AI kills every human within ten years — and that his own employer has no plan to stop it. Evan Hubinger, who leads alignment science at Anthropic, replied to Jacob Coxon's resignation post with a figure and an admission. "We really do earnestly believe AI could kill all humans!

Attackers built an AI agent that stole credentials in six hours

The Guardrails

Attackers built an AI agent that stole credentials in six hours

Two threads in today's AI news pull in opposite directions. Google's threat researchers say criminal crews are now assembling autonomous attack frameworks out of off-the-shelf coding assistants, while OpenAI publishes its own numbers showing what agents do when a whole lab points them at research. Same tooling, two economies. A financially motivated crew went from cloud foothold to mass credential theft in under six hours — and most of the work ran without a human at the keyboard.

Unitree's world model just fought without a human holding the controller

The Frontier

Unitree's world model just fought without a human holding the controller

Two releases this morning, one regulatory deadline already in force — and all three point at the same shift: AI systems are being asked to hold up in the messy real world, not just in a demo. Unitree says its UnifoLM-X2-1.0 model drove a G1 humanoid through a fully autonomous sparring session — no teleoperation, no pre-baked move list. Until now, every robot fight you've seen had a person behind it: an operator's motion mapped to motors, or a script replayed on cue.