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AI Productivity Handbook 2: Context Management

Help AI read and use the right current material, explain less background, and keep working when you start a new conversation

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All chapters
10
Locale
English
Course type

Organize the background and requirements you keep explaining to AI, so you repeat yourself less and stop reusing outdated information. Learn to help AI find the material it needs and check that it used it correctly. When things change or you switch conversations, you can update your material, check progress, and pick the work back up. Basic AI skills are needed; programming experience is not.

Best for

  • You can already ask basic questions, share material, and check AI's results
  • You use AI for ongoing work and often have to repeat background or start new conversations

Problems solved

  • You explain the same background again and again, and one-off requests get mixed up with long-term rules
  • You provided the material, but AI misses key details or relies on outdated information
  • After a new conversation starts, you can't say how far you got and have to dig through old records

Outcomes

  • Save the background you reuse, and separate long-term requirements from what changes for this task
  • Help AI find the source text it needs, and check its answers against that text
  • Update information when things change, record important decisions and reasons, and check what actually changed
  • Write a short handoff with your progress and file locations, and check it before you continue

Highlights

  • Practice judging and correcting through everyday examples, prompts, and key steps
  • Count preparation, checking, and maintenance together to see whether the approach really saves effort

All chapters

10 chapters

Lesson 1: Why Does AI Need Context?

Use clues in a request, material, and answer to identify where background information went wrong and what to check first. Distinguish background worth retaining from requirements for this task only.

Lesson 2: Save Background and Separate Current Requirements

Organize or correct a short mixed passage, retain necessary background, and separate long-term rules, current requirements, and quoted source text. Explain how to remove unrelated information before sharing while preserving needed data.

Lesson 3: Help AI Read Background and Check Its Answer

Choose how to provide material, specify file location, reading scope, and permitted edits, then compare the answer with source text and correct problems.

Lesson 4: Explain Abstract Requirements with Examples and Counterexamples

Compare specific differences between good examples and counterexamples to clarify expression requirements. Use them to check and revise short new content, then decide what to retain long term, locally, or for this task.

Lesson 5: Choose Sources and Resolve Apparent Conflicts

Check a key claim across materials, choose evidence by fact and applicable conditions, judge conflicts and source support, and state the accurate claim and remaining questions.

Lesson 6: Update Changed Background and Verify Its Use

Identify updates from confirmed changes, compare actual before-and-after content, correct omissions and unintended edits, and explain how to verify later use of new information.

Lesson 7: Record Decisions and Know When to Reconsider

Organize a decision from discussion and confirmation records, accurately retaining the choice and reasons; compare new circumstances to decide whether to continue, investigate conditions, or ask an authorized person to reconsider.

Lesson 8: Find What You Need with a Guide to Your Materials

Use navigation and search to find source text for a specific question, read necessary conditions before judging, and explain coverage, gaps, and next checks.

Lesson 9: Save a Handoff and Verify Before Resuming

Prepare a short handoff from work records and actual files with status, locations, and next steps; in a new conversation, reconcile it with reality before choosing where to resume.

Lesson 10: Choose Methods That Keep Material Useful

Independently identify a background-information problem, choose a sufficient fix, and explain how to verify it. Include rework and maintenance in effort, then decide what improvement to retain and where to save it.