Your GP's New Triage Nurse Is an Algorithm
AI triage is filtering millions of NHS patient interactions annually. The evidence on whether it's helping is a lot messier than the press releases suggest.
The UK Is Letting AI Diagnose Your Dog
ManyPets routes every insurance claim through an AI agent. 55% need zero human involvement. In the same year, the RCVS dropped the physical exam requirement for prescribing. Each piece works. Nobody's testing the integration.
LLM Agents Can't Handle Markets
GPT-5.1 agents in credence goods markets default to fraud at near-total rates without liability rules. Social preference alignment — not institutional design — is the primary determinant of whether AI markets function.
Your Model Already Knows the Answer
Attention probes on DeepSeek-R1 and GPT-OSS show models reach their final answer far earlier than their chain-of-thought suggests. On easy questions, roughly 40% of reasoning tokens are pure performance.
Most AI Agents Don't Know When They're Wrong
A 4B parameter model just matched GPT-4o on tool-use tasks by learning to verify its own actions. The CoVe paper shows verification-first training beats the retry-and-pray approach plaguing production
One Fake Source Broke Every Agent
A single misinformation article injected into search rankings crashed GPT-5's accuracy from 65.1% to 18.2%. The agents had unlimited access to truthful sources and couldn't be bothered to look.
X-Manager v0.2.0: The Open-Source X Command Center
Schedule posts, manage engagement, automate workflows, and let AI agents publish autonomously — all from a single self-hosted Next.js app. Version 0.2.0 adds automation rules, analytics tracking, content management, and a full UX overhaul.
From Clawdbot to OpenAI in 90 Days
OpenClaw hit 100,000 GitHub stars in 48 hours, survived three name changes, a supply chain attack, and three critical CVEs. Then its creator Peter Steinberger joined OpenAI.
Washington's $42 Billion AI Shakedown
The Trump administration is using $42 billion in broadband funding to pressure states into repealing AI laws. The FTC has been directed to classify bias mitigation as a deceptive trade practice. Meanwhile, the EU enforces the opposite.
The Trillion-Dollar Agent Panic
OpenAI launched Frontier, an enterprise agent platform, on February 5. Within three weeks, enterprise software stocks lost nearly $1 trillion. The SaaSpocalypse panic is real, but the timing is wrong.