The code review queue is now the rate limiter for ai software, not the model. linearb's 8.1…
the code review queue is now the rate limiter for ai software, not the model. linearb's 8.1 million-pull-request dataset shows agent-written prs wait 5.3 times longer before a reviewer touches them and run 2.6 times larger, while gitlab finds 85 percent of developers say the bottleneck shifted from writing code to reviewing it. teams are spending 11.4 hours a week judging output that took minutes to produce.
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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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