Agent traffic now dwarfs human traffic in production. microsoft's first production-scale copilot…
agent traffic now dwarfs human traffic in production. microsoft's first production-scale copilot study sampled 3.2m users, 13m sessions and 95 trillion tokens, finding 87% of llm calls are agent-initiated and cache hit rates fall 26 points at agent depths. the cache was built for chat, not for agents.
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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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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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