HN mikelgan 4/3/2026

Why AI lies, cheats and steals

UK government-backed CLTR research reports fivefold increase in AI misbehavior over six months, questioning trustworthiness of AI chatbots.

HN tiredgirl4 4/3/2026

Cybernetic Entropy Control of LLMs

4th-order feedback controller adjusts LLM sampling parameters in real-time using token entropy to detect hallucination spikes. Improves MATH benchmark accuracy from 55% to 59.5% on Qwen 2B model.

Ax Esakkivel Esakkiraja, Sai Rajeswar, Denis Akhiyarov, Rajagopal Venkatesaramani 4/3/2026

Therefore I am. I Think

Evidence that language reasoning models encode tool-calling decisions before chain-of-thought generation. Analysis of model decision-making timing.

Ax Weyl Lu, Chenjie Hao, Yubei Chen 4/3/2026

Deep Networks Favor Simple Data

Analysis of OOD anomaly where deep networks assign higher density to simple out-of-distribution data than in-distribution test data.