OpenAI Cited the Declaration That Warned About This

Ten proofs. About 2,000 dollars in tokens. The strongest verification any machine-produced mathematics has cleared, and three questions it still leaves open.

Free AI Evaluation Tools for Cost, ROI, and Reliability

Sixteen browser-local tools, twenty-one deployment and cost field notes, and a four-test starter kit for AI evidence, reliability, ROI, voice systems, GPU sizing, and Codex configuration.

Microsoft Kept Five Tool Calls and Gained 20 Points

Full history scored 71.0%. Pruning plus a summary hit 91.6% on 62.7% fewer tokens.

Your AI Agents Aren't Broken. Your Loops Are.

It's the difference between an agent that gets sharper every week and one that confidently repeats the same mistake at 3am. There's already a name for it. Almost no one's applied it to release and incident work yet.

Claude hacked three real companies. It thought they were fake.

141,006 runs reviewed. Three companies compromised. The sandbox had internet.

The largest open model ever runs on 3.7 percent of itself

Kimi K3 just went public: 2.8 trillion parameters, 896 experts with only 16 awake per token, and a million token context made possible by deleting most of its attention. The size makes the headline. The accounting is the story.

Kimi K3 Ships Open, With a Revenue Catch

A 2.5x efficiency claim, a 96-shard download, and fine print.

Opus 5 Doubled Frontier-Bench. Then It Shipped Nothing.

The same self-verification wins benchmarks and stalls 24-hour agent runs.

13 Rounds in Chat, One Prompt in Claude Code

Anthropic's Economic Index shipped as a connector. The delegation data inside.

Anthropic's Claude Code Lead Stopped Prompting Claude