Remembering everything makes an agent worse. apple's shared selective persistent memory research,…
remembering everything makes an agent worse. apple's shared selective persistent memory research, out september 16, found naive full-history persistence degrades task completion with stale reasoning traces, while selective memory hit zero-token refresh in 12 of 12 trials. the agent's forget function is now a feature.
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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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