Outcome-gated agentic memory

Stop solving the same research failure twice.

LabRecall retrieves confirmed repairs from CockroachDB, asks Bedrock to explain the evidence, and learns only after a human records what actually happened.

  1. 01 Capture a bounded incident
  2. 02 Recall analogous outcomes
  3. 03 Approve and verify a repair
  4. 04 Promote evidence to memory
See memory change the decision Runs a fresh, isolated cold → confirm → recall proof with synthetic data.
—incidents
—outcomes
—reusable memories
—audit events
01 · Cold start Agent abstains

No confirmed repair is available, so LabRecall proposes bounded diagnostics.

02 · Human outcome Evidence is promoted

A repair becomes reusable only after a person records a successful check.

03 · Warm recall Agent cites the memory

A paraphrased failure retrieves the confirmed action with provenance.

Step 1

Describe the failure

Synthetic data only

Step 2

Evidence-bounded plan

Human approval required

Submit an incident to retrieve confirmed repair memories.

Governance memory

Auditable decision trail

Session-isolated synthetic namespace

Every capture, retrieval, recommendation, human outcome, promotion, consolidation, and confidence update is written as an ordered event.

    Run an analysis to create the first audit event.