Receipts
Raw artifacts behind published findings. Prompts, outputs, scoring, and analysis. Open any kit to verify a number or replicate an experiment.
AI Amplifies What You Bring
May 6, 2026Same model, same task, two paragraphs of operator context, dramatically different output. The kit, the design history, and the principle for adapting it to your own situation.
4 files
Frame Check
May 5, 2026Drop any document in. See which analytical perspectives it covers, which it skips, the voice, what evidence backs each numerical claim. Free, open source, useful from the first paste.
11 files
Stop Calling It Hallucination
Apr 25, 2026Hallucination is six or more distinct failure modes. Different mechanisms. Different solutions. Name the type first.
4 files
The Most-Cited Finding Was Wrong
Mar 23, 2026The most-cited effect across 80+ experiments was three effects stacked. Honest magnitude: 40% smaller.
6 files
Most AI Numbers Are Fabricated
Mar 23, 202677 to 100 percent of AI-generated numbers are temporally unstable. Source material fixes it. Prompts don't.
9 files
How to Stop AI from Making Up Numbers
Mar 23, 2026Source material drops AI fabrication from 85% to single digits. Three steps.
13 files
The Most Trustworthy AI Output Is the Least Reliable
Mar 23, 2026The signals you use to judge AI trustworthiness are the same signals fabrication produces.
5 files