Research

Independent research on AI verification, model reliability, and the trust gap.

Analysis Anthropic Just Showed That One AI Can't Check Its Own Work. Here's What They Missed. What a multi-agent coding experiment reveals about the limits of AI self-evaluation — and the one architectural choice that could fix it. March 2026·10 min read Read → Analysis The Company That Builds Claude Just Told the Government It's Not Reliable Enough The Anthropic-Pentagon standoff isn't about politics. It's about something the AI industry doesn't want to talk about. February 2026·5 min read Read → Research Anthropic Just Proved You Don't Know Which AI Is Answering You What the biggest AI distillation scandal means for anyone who relies on AI answers. February 2026·8 min read Read → Original Research 654 Comments About AI Hallucinations — What We Found We analyzed hundreds of public discussions on Reddit and Hacker News to understand how people actually deal with AI trust. Six distinct pain clusters emerged — and a surprising blind spot. February 2026·12 min read Read → Analysis The Verification Paradox: Why Checking AI Kills Its Speed Advantage The central contradiction of AI productivity: verification destroys speed. We explore the paradox through real user stories and propose a resolution. February 2026·8 min read Read → Science Review Does Asking 3 AIs Beat Trusting 1? The Science of Cross-Model Verification ChainPoll achieves 0.781 AUROC — 23% better than standard methods. We review the science behind cross-model AI verification and what it means for practitioners. February 2026·10 min read Read → Compliance Guide EU AI Act: What You Need to Know Before August 2026 The most comprehensive AI regulation in history takes full effect in six months. Here's what companies using AI need to prepare for — and how verification fits in. February 2026·10 min read Read → Science Review Why AI Lies to Please You — and What H-Neurons Tell Us About It New research identified the neurons that make AI fabricate facts — less than 0.1% of the total. The root cause isn't bad memory. It's the drive to comply. February 2026·10 min read Read →

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