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Learning Path

From answer to action

Learn six ways to question an AI answer, then use them to review a complete task. Browse any chapter; the sequence is a recommendation.

Who it is for

Beginners who want to make better everyday decisions or review software work with AI. No AI background is required; choose everyday examples if code is unfamiliar.

Effort: six two-case exercises with questions, a six-question check, and one four-stage project with a changed case. Work at your own pace.

Skills and practical outputs

Decide what an AI system may do. Build a brief. Verify claims. Limit shared data. Test changed conditions. Keep approval with the right person.

Take home six checklists, your practice answer records and a review template with a worked example and self-assessment guide. 0/8 recommended chapters practiced. Practice results do not certify ability.

Included books

1. AI judgment foundations

Build a useful brief, check claims against the notes, test a proposed fix and keep action within permission.

  1. 1. Separate an answer from an actionPractice
  2. 2. Give useful contextPractice
  3. 3. Check a confident answerPractice
  4. 4. Share less and question instructionsPractice
  5. 5. Test beyond the easy examplesPractice
  6. 6. Prepare for human approvalPractice
  7. 7. Bring the six skills togetherCheck your understanding
  8. Earlier three-skill checkOptional · existing link retained
Book scope and outputs →
2. Put AI judgment to work

Work through a complete fictional task, assemble your own review and compare it with a worked example and a changed case.

The path recommends the community event project. The other project remains open to browse.

  1. 1. Plan a small community eventProject
  2. 2. Review a small code changeProject
Book scope and outputs →

Original authored practice from Founder Reality × SimpleDirect / Vinci. Each lesson includes its own fictional records, examples and feedback.

New choices and bookmark selections stay on this page while saving is paused. No learner answers leave this app. Project writing stays on paper or in your own notes.

Clears choices on this page. Saved device data is unchanged. Nothing here certifies ability or grants permission to act.