← Deploy a multi-agent workflow

Free lesson~8 minFresh · 2026-07-22 Path: Deploy a multi-agent workflow

Health signals: alive vs making progress

Heartbeat is not progress. Detect stuck agents before budgets burn.

Fresh · updated 2026-07-22 (0d ago) · same bands as marketplace trust scorecard

This lesson is free and complete. You do not need to buy a skill to understand the material.

Two signals


  • **Heartbeat** — process is running
  • **Progress** — step N advanced

  • A hung tool call can heartbeat while progress freezes.


    Patterns


  • Missed heartbeats → restart budget
  • Heartbeat OK, progress stalled → different budget (slow vs dead)
  • Escalate after N stalls

  • Production habit


    Log stage id + progress token in every long job. Dashboards should show both.


    Takeaway


    Without health contracts, multi-agent fleets silently spend.

    Optional: paid capability

    Skip this section if you are only learning. Sealed packs implement ideas — they are not the lesson.

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