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Engineering Experience is institutional memory: what happened the last time a fix was applied to this target, and what strong similar incidents in your workspace looked like. It is recalled into an Engineering Opinion and shown as Seen before, only when the history actually changed the decision. It is one input to a decision, never a decision. Similarity is stated as similarity, never as identity.

What it recalls

Recall has a restraint gate. It is eligible only when there is a failure or rollback on record, at least two terminal outcomes on the target, or a strong similar incident. Below that, nothing is recalled and nothing is shown.

What “tenant memory” means for your data

  • Memory is per workspace. It is built only from your own incidents and remediation outcomes; it never reads another tenant’s history.
  • It is retrieval, not retraining. No model, threshold, policy or prompt is modified by an outcome. The embeddings used for similarity are stored per tenant and read under the same row-level isolation as everything else.
  • It only exists where there is history. A workspace with no reported outcomes has nothing to recall, and the product says so by staying quiet.

Prerequisites and limits