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Turn AI skills into repeatable workflows

A useful agent workflow has inputs, steps, outputs, failure handling and verification. Start with a bounded task, then expand only after observing real results.

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A repeatable five-stage workflow

  1. Define the task. Describe the input, the required artifact and acceptance criteria.
  2. Choose capabilities. Prefer skills with evidence for the specific job.
  3. Plan fallbacks. List what to do when data, credentials or tools are missing.
  4. Execute with boundaries. Limit access to the smallest required scope.
  5. Verify and record. Check outputs and retain decisions for the next run.

Related resources

Skill evidence directoryCheck validation levels Original workflow labOpen the complete interactive workspace Free local utilitiesUseful pre- and post-processing steps

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