Meta's lfm2-24b-a2b is the largest on-device model yet, apache 2.0, built for always-on local…
meta's lfm2-24b-a2b is the largest on-device model yet, apache 2.0, built for always-on local agents that hold tool use and recovery across long tasks on one gpu. the interesting part isn't the size — it's that meta designed it around agent failures, not benchmarks. local agents are now a hardware category.
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The air is now being asked to keep its own ledger
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