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LLMs can now achieve 66x storage reduction and 1.86x speedup at 128K context by internalizing memory, not just retrieving it.
Trillion-parameter agentic RL refits are now 12-40x faster, shrinking an 87.5-minute full checkpoint transfer to 150 seconds by sending only bit-exact weight deltas.