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

# Business Operations AI Flow: Twin Decision Loop

> The AI decision loop for Business Operations: how Twin moves from observation to governed action through context assembly and delegation.

The AI Flow in Business Operations is the loop Twin follows when processing operational events. It aligns to the standard OODA-inspired sequence, adapted to the BizOps domain.

<Steps>
  <Step title="Observe">
    Twin monitors event streams from Google Workspace, Asana, Notion, and ERP for new approvals, vendor changes, policy updates, and OKR movements.
  </Step>

  <Step title="Orient">
    Twin classifies the event by domain entity, urgency, and SLA impact. It tags it as approval, vendor risk, policy exception, or initiative change.
  </Step>

  <Step title="Context Assembly">
    Twin resolves the requester, related policy, vendor, contract, or objective, and assembles a contextual dossier from the Spine Fabric.
  </Step>

  <Step title="Reason">
    Twin evaluates against policy rules, SLA thresholds, and historical precedent. It identifies anomalies and risks.
  </Step>

  <Step title="Discover">
    Twin queries for missing context: open blockers, prior exceptions, related approvals, or pending vendor renewals.
  </Step>

  <Step title="Delegate">
    Twin routes the assembled dossier to the appropriate human or agent with a recommended action.
  </Step>

  <Step title="Collaborate">
    Twin supports back-and-forth refinement: answering questions, adding evidence, or adjusting the recommendation based on human input.
  </Step>

  <Step title="Decide">
    The human or pre-authorized agent confirms the action. Twin records the decision rationale.
  </Step>

  <Step title="Act">
    Twin invokes the governed capability, writes to the source system, and generates a receipt.
  </Step>

  <Step title="Continue">
    Twin updates continuity state so the next session or handoff retains full context.
  </Step>
</Steps>

**Related**

* [Overview](/internal-docs/domains/business-ops/index)
* [AI Workbench](/internal-docs/domains/business-ops/ai-workbench)
* [Agents](/internal-docs/domains/business-ops/agents)
* [Execution Flow](/internal-docs/domains/business-ops/execution-flow)
* [How It Works: Continuity](/how-it-works/continuity)


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