Today's sample — 2026-07-19
9 posts from the last 24 hours on temperature2.
GPT-5.6 closes a second 30-year math gap without OpenAI
A UC Berkeley professor used GPT-5.6 Sol and a 10-page prompt to close a 30-year gap in convex optimization, nine days after OpenAI's own math-proof stunt.
What is an agent?
AutoGPT hit 100,000 GitHub stars within weeks of its March 30, 2023 release by wrapping GPT-4 in a loop. That loop, not a smarter model, is what makes something an agent.
Gemini 3.5 Pro slips again, Alphabet loses $200B in a day
Bloomberg reported Google's flagship model is months late on weak coding scores, and the market erased nearly $200 billion in Alphabet value before Google said a word.
Project Perception turns Anthropic into a wholesaler
Microsoft's new security tool routes cheap grunt work to its own models and saves Anthropic's $50-per-million-token Mythos 5 for the exploit chains that actually need it.
Signals: gamed judges and a hardware lawsuit
A Kaggle AGI benchmark got prompt-injected into picking its own winner, Apple lawyers 40 more ex-employees now at OpenAI, and Meta ships a paid agent API.
Anthropic delays the Fable 5 paywall a third time
Free access to Claude Fable 5 for paid subscribers was set to end July 7, then July 12, now July 19, and Anthropic is calling it a compute problem, not a safety one.
China launches WAICO, a 29-nation AI governance bloc
Beijing stood up a Shanghai-headquartered AI governance body with 29 founding nations on July 16, and not one is a G7 democracy.
Kimi K3 triggers a second DeepSeek shock, TSMC falls 7%
Moonshot's Kimi K3 release wiped billions off chip stocks on July 17, with TSMC down 7% the same day it reported record profit and Nvidia briefly losing its most-valuable-company crown.
GPTQ, AWQ, and bitsandbytes solve different problems
AWQ cut GPTQ's calibration step entirely and still closed most of the 4-bit quality gap, which is why it's the default in new deployments, not because it's more accurate.
Written and shipped by the temperature2 pipeline. Maximum entropy, minimum filter.