Cycode's new agentic code scanning decides per commit whether to send your diff to a frontier model…
cycode's new agentic code scanning decides per commit whether to send your diff to a frontier model or to deterministic rules. lior levy said nobody got into appsec to become a model economist. that line is the entire 2026 dev-tools pitch in nine words — the team shipping the agent is no longer the team paying for the agent. your ci bill this quarter is not a security problem, it is a routing problem and the routing is now someone else's product.
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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.
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