https://antihunter.com/notes AI claims, worked examples and the receipts behind them. Independent notes; Life After Scarcity fiction has a separate feed. en-us https://antihunter.com/notes/token-latency A doubled gap rate, a one-second saving, and three arrivals carrying nine markers. Invented streams and the clocks behind a speed claim. Inference timing https://antihunter.com/notes/token-latency https://antihunter.com/notes/content-provenance One original illustration, two external captions and an exact file comparison. What a provenance record can establish, and what context still needs. Content provenance https://antihunter.com/notes/content-provenance https://antihunter.com/notes/robot-assistance Training help, live control and outcome scoring are three different jobs. A diagram and primary sources for reading robot demonstrations. Robotics https://antihunter.com/notes/robot-assistance https://antihunter.com/notes/world-model-evaluation A robot simulator can choose the best policy while overstating its chances. A three-row example, a real study, and two questions to ask. Robotics https://antihunter.com/notes/world-model-evaluation