Coding agents can now audit codebases like a security team. cloudflare open-sourced…
coding agents can now audit codebases like a security team. cloudflare open-sourced security-audit-skill in mid-september, a six-phase pipeline that turns claude code and copilot into auditors whose findings are independently verified, and it has topped github trending with over 13,000 stars. one pass already finds about half the exploitable vulnerabilities that repeated runs surface.
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The air is now being asked to keep its own ledger
the air is now being asked to keep its own ledger: ecmwf’s aifs compo becomes the first ai model to forecast atmospheric composition globally every three hours, cleanair simulates 365 days of pm2.5 over china in ten seconds, and a unified framework maps six pollutants at one kilometer across the whole country. the air now files its own composition report.
read the note →The current is now being asked to draw its own map
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read the note →The soil is now being asked to report its own carbon
the soil is now being asked to report its own carbon: a nix color sensor paired with generative data augmentation predicts soil organic carbon without a lab, random forest drives 74 percent of soil health mapping studies, and sentinel 2 tracks five year carbon change across france and italy from 922 samples. the dirt now files its own carbon account.
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