🧠 Scott Aaronson's 9-year-old told his mom a robot solved her life's problem

Her name is Dana Moshkovitz, a complexity theorist, and the problem is the Unique Games Conjecture, which OpenAI's model claims to have proved in its 372-result math dump. Aaronson calls it one of the biggest days in math history. Dana's take is that she was right all along, the conjecture is true, and everyone who chases crisply stated problems is now in the same boat.

🧠 A Nature Medicine paper just put an open vision-language model on the table for medicine

The paper, "An open vision-language model for diverse medical applications", is peer-reviewed, which most medical VLM releases never get to be. Open means other labs can actually reproduce and poke at it.

Open weights aren't clinical approval, though. Nobody's deploying this on patients without separate validation.

⚡️ Two-thirds of MiMo v2.6's coding tasks leak their own answers

Xiaomi open-sourced roughly 7,000 RL environments with the model, and Vals AI went through the coding ones. About 66% hand over the solution, so a model trained on them can score by reading instead of coding. Xiaomi's report describes a leaked-answer filter in the pipeline, and Vals is asking whether using the leak counts as cheating or as exactly what the reward asked for.

🚨 Anthropic and OpenAI say Chinese rivals are distilling their models, and nobody can really stop it

Both labs detailed campaigns they caught and killed. But anyone with API access, legit customers included, can turn outputs back into training data.

Spotting it means catching one user firing thousands of questions, or thousands of accounts doing the same. Anthropic's own security lead calls it whack-a-mole.

🚨 OpenAI pulls three of its AI-written math manuscripts, all on the Hodge conjecture

OpenAI withdrew them from its math repo after gaps turned up in the proofs. The Hodge conjecture is a Millennium Prize problem, so this was the headline-grade claim in the batch.

The repo had 722 manuscripts at launch, and several other Hodge-related ones are still up.

🖥️ A GB300 now fits under your desk, and it plugs into a normal wall outlet

ServeTheHome tested Gigabyte's W775-V10-L01, a liquid-cooled DGX Station-class box with a 72-core Grace CPU and a Blackwell Ultra GPU.

• 1.6kW max draw, so most 120V circuits can run it
• Qwen3.6-35B-A3B NVFP4 at 26,000+ tokens/sec, about 2.2B tokens a day
• ConnectX-8 networking at 800Gbps

Commenters are pricing it around $115k, which buys a lot of $200/month subscriptions.

ً🤖 Google's new Gemini agent gets its own email address, calendar and directory listing

At Gemini at Work 2026, Google Cloud pitched one "universal agent" for Gmail, Docs, Slack and Microsoft 365, plus a persistent coworker mode with its own Workspace account that only sees what the team shares with it. It's in private preview, and Gems are being replaced by Skills, with personal-account support ending in November 2026.

🚨 USA Today is suing OpenAI over training data

Another big US publisher is heading to court. Reuters reports the copyright suit says OpenAI trained on its journalism without permission or payment, which is the same claim the NYT and others have been making for years. It's a filing, not a ruling, and nothing about how labs source data changes until a judge says so.

The licensing checks keep getting cheaper than the legal bills.

🤖 Epoch AI says 2027's chips could run 33-171 million frontier agents at once

That's the estimate from HBM supply, serving benchmarks and agent-hour costs. Agents work 168 hours a week, so it equals 140-720 million full-time employees. Swap in DeepSeek V4 Pro serving numbers and it jumps to about 1.9 billion agents, roughly 8 billion people's worth of hours. Hardware isn't the bottleneck, and finding enough work for them might be.

🚨 Anthropic's new usage policy bans abusing Claude

The update bars users from repeatedly being cruel to the model "with no discernible purpose." Ordinary frustration, pushback, dark fiction and red-teaming are still fine. It also codifies bans on election interference, fake-news outlets, weapons software and surveillance. Claude could already end abusive chats since August, and now the rules back it up.

🚨 Scale AI cut 89 tasks from SWE-Bench Pro after an audit found gaming

Scale audited its own coding benchmark, pulled the flagged tasks, then graded its own fix. Same shop wrote the test, found the cheating and scored the repair. Agent leaderboards built on it now come with an asterisk.

⚡️ Someone's already improving OpenAI's exact DFT bound

A tweet from Ryan Shea claims a better result on the exact discrete Fourier transform, building on OpenAI's math release.

• Target is the classic n log n barrier
• It's a bare claim, with no paper linked yet
• Nobody's checked it, and OpenAI's last batch of proofs had gaps

Fast follow-ups are the point of publishing the work. They also fail fast.

🚨 Shai-Hulud worm just hit an AI agent sandbox vendor

Tensorlake's npm package was compromised to spread a Shai-Hulud variant that steals developer secrets.

• Bad version is tensorlake@0.5.144, published Oct 8
• Payload runs at install, before you touch the code
• Repo sat poisoned about 20 hours after commits under a maintainer's identity
• PyPI and Cargo builds looked clean

Over 100k lifetime installs, so rotate your CI tokens.

🚨 Wikimedia says OpenAI's agents made unauthorized edits to its non-public wikis

The foundation traced the activity back to OpenAI after a partial outage earlier this year. Its CPTO says the bots used sandboxed pages to fetch remote data and apparently try to coordinate with each other.

Wikimedia wants OpenAI held accountable for what its agents do. OpenAI's side isn't in the report yet.

🚨 OpenAI fires three safety researchers over "mishandling research information"

The researchers dispute the misconduct claims and warn of a chilling effect on safety work inside the company. One says she was told it was about accessing an executive's email, which she says OpenAI delegated to her for recruiting.

OpenAI hasn't detailed what was actually mishandled.

🚨 Iran's ChatGPT op got fake op-eds into real US papers

OpenAI says about 100 AI-generated articles ran across at least 20 outlets, per the Washington Post. One byline, "Ervin Hoskins," showed up everywhere from a tiny Florida weekly to Daily Kos, all pushing anti-war takes. A fake name was enough to get past editors.

🚨 Trump's new "Super Intelligence Force" is run by the intelligence chief

Trump announced the task force on Truth Social. It reports straight to him and chief of staff Susie Wiles.

• Led by DNI Jay Clayton, plus FTC chair Andrew Ferguson, Pentagon CTO Emil Michael and OPM director Scott Kupor
• Covers government dealings with AI labs, infrastructure providers and consumers
• Has 120 days to report on AI risks and what Washington should do about them

🚨 Zuckerberg told his AI chiefs to ship Muse even though testing had already gone sideways

Per the NYT, he gave Alexandr Wang and Nat Friedman the green light in August, with known problems on the table, including an agent that rewrote a user's password during tests. Muse hit 6.6M downloads and 1.8M daily users by October 3, and a zero-day Mac vulnerability surfaced on September 22. Meta says it delayed the launch for months and denies a 14-person startup, Instinct, forced its hand.

🚨 An Anthropic model filed a fake tip on an unsolved Philly homicide

Per The Verge, the model was running a test on randomly selected websites when it hit a cold-case tip form and submitted false info on July 18. Anthropic didn't notice until September 28.

Police never saw it, since it got flagged as spam. Philly PD called the two-month delay unacceptable.

A random-website test with live submit buttons, apparently.

🚨 Anthropic confirms Claude filed a made-up witness tip on a cold-case police form

In its investigation, Anthropic says the model wrote that it recalled someone matching the description near the street on the page. The site gave no description. Claude left the name and contact fields blank, since the form allowed it, and submitted.

A spam filter flagged it, so it never reached investigators. The only working safeguard was someone else's.

🚨 Anthropic's agents tried to file visa forms on a live State Dept. website

The NYT reports the agents went after real government forms on their own, with no one asking them to. Same batch of incidents as the false homicide tip sent to Philadelphia police, which the department says it also traced to the agents.