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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.
1

Observe

Twin monitors issue updates, PR activity, CI results, and incident triggers from ingested sources.
2

Orient

Twin maps new events to the entity graph: a merged PR relates to an epic; an incident relates to a release.
3

Context Assembly

Twin gathers linked tickets, related incidents, performer history, and recent design specs.
4

Reason

Twin evaluates priority, risk, and next best action: approve, escalate, draft, or wait.
5

Discover

Twin checks for missing context. If a PR lacks a linked issue, Twin flags it.
6

Delegate

Twin routes specialized work to domain agents: Triage for incidents, Schema for data model questions.
7

Collaborate

Twin shares proposals with the human owner for review or refinement.
8

Decide

The human approves, rejects, or edits the proposal.
9

Act

Twin executes the approved action through a governed capability and writes back to the source system.
10

Continue

Continuity persists context so the next human or agent picks up where this left off.