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Agent Orchestrationยท7 min read

Designing a Multi-Step Agent Workflow

When one prompt is not enough: how to break work into reliable, checkable steps.

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Designing a Multi-Step Agent Workflow

Some jobs are too big for a single shot. The skill is breaking them into steps an agent can do โ€” and you can check.

Decompose by checkpoint

Split the work where you would naturally want to verify: research, then draft, then review. Each checkpoint is a place to catch errors early.

Single agent vs many

  • One agent, many steps handles most workflows โ€” keep it unless you have a reason not to.
  • Multiple agents earn their keep when roles genuinely differ (researcher vs critic) or you need parallel speed.

Make each step checkable

  1. Give every step a clear input and output.
  2. Validate the output before the next step runs.
  3. Let a step fail loudly instead of passing garbage downstream.

The payoff

A workflow you can inspect step-by-step is one you can trust to run unattended.

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