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Aionis currently ships as a local-first Lite Runtime for developer machines and self-managed deployments.
MigrationFrom Recall to Governed Memory

From Recall to Governed Memory

Recall memory answers: “What is related?”

Governed memory answers: “Is this memory allowed to influence the next action?”

Migration Steps

  1. Keep your existing retrieval backend.
  2. Wrap retrieved items as external candidates.
  3. Send them through Memory Firewall.
  4. Use the governed Agent context, not raw top-k text.
  5. Add feedback attribution after the Agent acts.
  6. Move execution traces into Execution Memory when cross-session state matters.

What To Watch

RiskAionis surface
Old memory remains semantically relevantLifecycle and stale gates.
Failed branch is retrieved againdo_not_use and inspect_before_use.
Prompt becomes too largeCompact context and rehydrate pointers.
You cannot explain a decisionAdmission records and Flight Recorder.
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