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China, Coding Agents, Context Compression and Model Memory
Peking compressed the coding agent's memory, then paid for every missing detail
Peking University researchers taught coding agents to store older tool results as compact latent tokens. Context shrank and serving sped up, but benchmark success also fell unless more recent text stayed visible.