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Amplio
DeepMind's harness for autonomous research runs that last days to weeks. Used internally on Simply, now public.
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Same Laya weights on MLX GPU and Apple Neural Engine at once. P99 1593ms to 80ms on M4 Max.
Halo
Post-training framework for open-source models. Up to 2.8x TRL throughput, less peak memory, weights stay HuggingFace-native.
