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The AI Flow describes how Twin processes tasks in the HR domain. It mirrors the OODA loop and is designed to keep Twin aligned with practitioner goals while respecting governance and authorization boundaries.
1

Observe

Twin monitors entity changes: new applications, overdue feedback, approaching review deadlines, and offer approval requests.
2

Orient

Twin classifies the event against HR policies, SLAs, and historical patterns to determine urgency and owner.
3

Context Assembly

Twin pulls the candidate, employee, or task into a context bundle with related entities, events, and evidence.
4

Reason

Twin evaluates options: move candidate, send reminder, draft offer, or escalate. It weighs policy, precedent, and capacity.
5

Discover

If the situation is novel, Twin queries the knowledge graph and may surface precedents or ask clarifying questions.
6

Delegate

Twin routes subtasks to domain agents, such as scheduling, compliance checking, or communications drafting.
7

Collaborate

Twin presents a proposal to the practitioner with reasoning. The practitioner can accept, edit, or reject.
8

Decide

The practitioner confirms the action. Twin records the decision and authorization context.
9

Act

Twin invokes the governed capability, writes back to the source system, and generates a receipt.
10

Continue

Twin updates memory and hands off context so the next session or agent resumes without repetition.