CLICMS LAB / TOPIC

Automation.

Repeat a stable process, not an unresolved assumption.

Your Automation reading path

Use these articles to decide what should be automated and what should remain an approval checkpoint. They connect terminal workflows, review boundaries, and prompt evaluation. Establish one known-good run with explicit inputs and acceptance tests before using a task in a repeatable script or wider publishing process.

Read the relevant guide below, then apply one bounded change in your own project. Keep the source, expected result, and verification step together. A small task that you can inspect is a more useful starting point than a broad instruction with no stopping rule.