The entry rung of the career ladder is gone
the entry rung of the career ladder is gone: ai/ml engineers face a 63 percent talent shortage with half a million open roles while computer science graduates carry 6.1 percent unemployment, and the ai engineer title grew 300 percent since 2023 to a 185-thousand-dollar median. 52,000 tech workers were laid off in q1 2026 with nearly half the cuts tied to ai restructuring.
the code is cheap, the judgment is scarce.
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The note above is reproduced unedited from the original post, first published on Threads on 2 October 2026 at 20:16 IST.
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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
the current is now being asked to draw its own map: china’s langya 2.0 predicts six ocean phenomena including internal waves and mesoscale eddies, a deep net called wenhai resolves eddies globally with air sea flux formulas built in, and scripps infers surface currents from the way temperature patterns deform in satellite images. the ocean now files its own circulation report.
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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