The Edition
Saturday, August 1, 2026
The 4 stories two independent AI reviewers judged worth reading this day, ranked by editorial score.
Simon Willison · Research · Engineering
Ten advances in mathematics and theoretical computer science
OpenAI says its unreleased Astra model cracked ten math problems stuck for a decade at under $2,000 each — cheap machine assistance for genuine research.
The Decoder · Policy & Society · Business
German court rules AI music generator Suno violated copyrights, rejects fair use defense
AI music companies can no longer assume training on copyrighted songs is legally safe in Germany after a Munich court ruled against Suno.
Hacker News · Engineering
Everyone is building LLM routers, we deprecated ours
A gateway vendor killed its own LLM router after real-world use, undercutting the cost-saving promise driving the current model-routing hype.
r/LocalLLaMA · Engineering
I've had ling-3.0-flash and glm-5.2 both in my executor slot for a few weeks. They don't split the way the benchmarks predict
A hands-on comparison suggests executor reliability comes from tight specs more than model smarts, so teams may be overpaying for flagship models on mechanical agent steps.