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Prototype the live conversation adapter #3

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@francip

Imported from AGENTS.md for initial project tracking.

  • Split attention LoRA from static MoE experts
  • Add the reshape endpoint and asynchronous update path
  • Measure mid-conversation adaptation
  • Expose the bounded operation through MCP

Keep the source document current when this work is completed or changed.

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    backlogPlanned work not yet scheduledenhancementNew feature or requestmemory.serverWork for memory.server

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