Keep the Engine. Swap the History.

Mneme Cache sits in front of the generator you already run. Conversation history lives in a Mneme graph. GPU KV sees the system prompt, a small working set, and this turn — not the transcript. Live KV-swap gate on NVIDIA DGX Spark with unsloth/Qwen3.8-27B-NVFP4. Forty client messages collapsed to 62 Spark prompt tokens. At 12,000 seeded graph turns, unique planted facts recovered 5/5. This post is not the BEAM-10M Atlas run.

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