The demo works. Production is where agents break
A good reply can hide failed work. A scheduler can fail to place it. A region can go down. Production breaks agents in ways a demo never shows.
Updated 2026-11-08 12:00 UTC
6 stories, 25 Manifests cited.
Artificial Intelligence
OpenAI's GPT-6 Cyber can find and exploit flaws — this week showed why that matters
GPT-6 Cyber found 81 Firefox flaws and helped build exploits for 948 Linux kernel bugs. The same week, four real flaws were disclosed in software people actually run.
Health & Biotech
Bacteria's survival tricks are becoming the drug target
Three bioRxiv preprints point at bacterial survival machinery — bile acids, phage receptors, magnetite shields — as the next place to look for drug targets.
Sports
The NBA's early season belongs to the benches
Four team podcasts, one pattern: shorthanded teams are winning because their second units hold up. Read the praise as home-team commentary — but the scores are real.
The streaks are the story this weekend
Five teams, four leagues, one pattern: the longest runs this weekend are at home, and the shortest ones are the most fragile.
Energy & Climate
The carbon numbers are being re-measured
Three EarthArXiv preprints re-measure carbon from forests to oceans — and the shortcuts the market relied on, like canopy height, do not hold up.