> ## Documentation Index
> Fetch the complete documentation index at: https://docs.integratewise.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Product Engineering AI Flow: Observe to Operate

> How Twin and domain agents observe engineering work, assemble context, reason, and act across the Product Engineering domain.

The AI Flow in the Product Engineering domain follows the Spine OODA-style loop. Twin and domain agents observe ingested data, orient themselves against the entity graph, assemble context, reason, and act through governed capabilities.

<Steps>
  <Step title="Observe">
    Twin monitors issue updates, PR activity, CI results, and incident triggers from ingested sources.
  </Step>

  <Step title="Orient">
    Twin maps new events to the entity graph: a merged PR relates to an epic; an incident relates to a release.
  </Step>

  <Step title="Context Assembly">
    Twin gathers linked tickets, related incidents, performer history, and recent design specs.
  </Step>

  <Step title="Reason">
    Twin evaluates priority, risk, and next best action: approve, escalate, draft, or wait.
  </Step>

  <Step title="Discover">
    Twin checks for missing context. If a PR lacks a linked issue, Twin flags it.
  </Step>

  <Step title="Delegate">
    Twin routes specialized work to domain agents: Triage for incidents, Schema for data model questions.
  </Step>

  <Step title="Collaborate">
    Twin shares proposals with the human owner for review or refinement.
  </Step>

  <Step title="Decide">
    The human approves, rejects, or edits the proposal.
  </Step>

  <Step title="Act">
    Twin executes the approved action through a governed capability and writes back to the source system.
  </Step>

  <Step title="Continue">
    Continuity persists context so the next human or agent picks up where this left off.
  </Step>
</Steps>

### Related

* [AI Workbench](/internal-docs/domains/product-engineering/ai-workbench)
* [Agents](/internal-docs/domains/product-engineering/agents)
* [Execution Flow](/internal-docs/domains/product-engineering/execution-flow)
* [System Flow](/internal-docs/domains/product-engineering/system-flow)
* [How It Works: Continuity](/how-it-works/continuity)