Agent lifecycle

Observe: establish source-of-truth facts before diagnosis

Observe is not a full investigation. Its job is to expose the current states returned by approved sources, including contradictions, without deciding what they mean yet.

Stage responsibility

Produce a source-aware operational snapshot that later stages can trust.

Inputs
  • Order state from approved business APIs
  • Catalog availability
  • Physical-copy registry and warehouse state
  • Any explicit missing-evidence indicators
Output

A structured set of current facts with source states preserved.

Does not

Observe does not infer root cause, recommend action or resolve a source conflict automatically.

Where this stage is demonstrated

Real cases that exercise Observe

Verified case EVD-003

Failed order investigation

A real failed purchase was investigated through the connected assistant. The case demonstrates observation, cross-system investigation, explanation and recommendation in one continuous workflow.

Verified finding The only tracked copy was still IN_CIRCULATION, so current stock could not fulfil the BUY order.
Observe Investigate Explain Recommend
Open case
Verified case EVD-004

Inventory mismatch detection

This case demonstrates why an operational agent is valuable even when no order is involved: it can surface contradictory system states that a team needs to reconcile.

Verified mismatch Catalog: OUT_OF_STOCK / Copy registry: AVAILABLE
Observe Investigate Explain
Open case

Stage controls

Controls applied at this stage

Approved API-backed evidence only
Read-only retrieval
Missing evidence remains explicit

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