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14 lessons · AI Operations

Prompt and configuration operations

Version prompts and configuration, compare changes, validate variables, and prepare controlled rollbacks.

What you will practice

List prompt versions; Inspect a prompt manifest; Separate system and user input; Validate prompt variables.

Use the worked examples when needed, then test your understanding without them.

  1. 01List prompt versionsA prompt registry separates the active revision from drafts and rollback candidates. A listed draft should not receive traffic until its rollout is deliberate.Practice
  2. 02Inspect a prompt manifestA prompt manifest records ownership, variables and intended use. Missing metadata makes future evaluation and rollback harder even when the prompt text itself is readable.Practice
  3. 03Separate system and user inputTrusted application instructions and untrusted user input belong in distinct roles. Quoted user text should not gain authority merely because it resembles an instruction.Practice
  4. 04Validate prompt variablesPrompt-variable validation catches missing substitutions before inference. An unresolved placeholder is a configuration defect, not useful context for the model to guess.Practice
  5. 05Compare prompt revisionsCompare prompt changes by meaning as well as line count. Removing an evidence requirement can weaken grounding even if the edited text is shorter and cleaner.Practice
  6. 06Review a prompt rolloutA canary rollout limits exposure while collecting comparable evidence. Decide promotion against predefined gates rather than the novelty of a new prompt.Practice
  7. 07Locate a prompt ownerOwnership identifies who can explain, approve and roll back a prompt change. A named owner is useful only when the escalation and change process are recorded.Practice
  8. 08Inspect configuration precedenceConfiguration precedence decides which value is effective when several sources define a key. Read the documented order rather than assuming the nearest file always wins.Practice
  9. 09Read a redacted environmentA redacted environment can expose configuration names and safe flags while withholding secrets. Preserve this separation when making notes or screenshots.Practice
  10. 10Detect configuration driftDrift is a difference between intended and effective configuration. Confirm the effective runtime value before deciding whether the source or the deployment needs repair.Practice
  11. 11Prepare a prompt rollbackPrompt rollback should restore a known prompt/configuration pair. Changing only one component can leave incompatible variables or validation rules in place.Practice
  12. 12Write a change noteA change note records why a revision exists, what evidence supports it and how to reverse it. Avoid vague success claims that cannot be checked against an evaluation.Practice
  13. 13Review prompt observabilityPrompt observability links outcomes to a revision without routinely logging sensitive text. Revision IDs and bounded metrics make comparisons possible with less disclosure.Practice
  14. 14Prompt operations checkpointA prompt release needs a reproducible manifest, passing evaluation and rollback. Syntax validity alone cannot show whether the new instruction achieves the intended task.Practice