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Concept

Flows

A flow is a directed graph of steps. Each step is one of:

  • Agent run. Invoke a crew with inputs derived from the trigger payload and previous step output.
  • Connector action. Write to a sink (CRM update, ad-set push, Slack message).
  • Branch. Conditional fan-out based on lead fields, scores, or prior step results.
  • Wait. Delay or wait-for-event.

Think of a flow as the orchestration layer above agents. An agent does one job well; a flow strings agents and side-effects together so a CRM event can trigger an entire sequence without you watching it.

Triggers

Flows fire on:

  • Schedule (cron).
  • CRM event (lead.created, lead.status_changed, etc.).
  • Connector event (form submitted, ad-click attribution).
  • Manual run via the UI or trigger_workflow MCP tool.

When flows are the right tool

  • You want the same agent run to happen automatically every time a condition fires (a new MQL, a new form fill, a calendar booking).
  • You need to chain agents (Marcus/Prospector → Nova/Email Sequence → Kai/Voice on positive reply).
  • You want to branch on lead data (score above 80 routes to Kai; otherwise Nova picks up the nurture).

When they aren’t

  • One-off campaigns. Just hire the agent and run it.
  • Short-lived experiments where setup cost outweighs the orchestration savings.

Common questions

Can I see what a flow ran in the past? Yes. Each flow has a run history with the trigger payload, the path taken through branches, and the per-step output. Failed steps surface the error.

What happens if an agent step fails inside a flow? The flow halts at that step. You can configure retry policies per step or have the flow continue with a fallback branch.

Where can I find the API? See Reference, flows for the API surface and the External Triggers section in 10ex_fastapi/TECH_DEBTS.md for the in-flight audit-log and dispatcher work.

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