Deepseek v4.1 flash is live at /bin/bash.15 per million input tokens off-peak with a 1m context,…
deepseek v4.1 flash is live at /bin/bash.15 per million input tokens off-peak with a 1m context, and its own launch table puts it ahead of v4 pro on every agentic coding and tool-use row. the cheaper tier is the better agent model. pricing tiers just stopped being quality tiers.
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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
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