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An agent with a 1M-token context still meets you as a total stranger tomorrow — the context window is RAM, wiped the moment the session ends. Real memory is an engineering system you build around the model: what to save, when to update it, and what to forget. This is the taxonomy, the storage trade-offs, and the write policy that separates a gimmick from a colleague.