Skill Sprint · Growth Library

Build an AI-Assisted Question Bank You Can Verify

Practical protocol

Let AI draft; let the source decide the answer.

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Protocol summary · practical

Try this

Choose a source you need to learn, ask AI for questions covering definitions, explanations, comparisons, application and error cases, verify every answer against the source, remove ambiguous or unsupported items, and practice from the cleaned bank.

Check-in: Which questions exposed a gap, which answers could not be verified, and what should be corrected or added before the next practice round?

Evidence: Practical guidance; no evidence-like claim is detected in the current source record.

Review note: The inherited learning article contained unsupported effect percentages, rigid question ratios, fixed timing prescriptions, and research-sounding claims. The effective public record is rewritten as a source-checked question-authoring workflow: AI drafts questions, while the learner verifies every answer against the source. No literature-backed effectiveness claim is made by this editorial classification.

AI can cheaply produce many questions, which makes verification more important, not less. Separate generation from answer authority: draft broadly, check against the source, then practice only from the cleaned set.

1. Anchor the bank to a source

Select the notes, manual, textbook section, specification, or other material you actually need to learn. State the scope so questions do not drift into adjacent facts.

2. Vary the questions

Include recall, explanation, comparison, application, examples, counterexamples, and common-error checks when those formats fit the material.

3. Verify and edit

Check each answer against the source. Delete items that depend on missing context or an answer you cannot verify, and rewrite ambiguous wording before keeping the item.

Questions to consider

Can the generated answer key be trusted automatically?

No. Check each answer against the source material or another authoritative reference before using it as a learning key.

Maintenance record

Review history

Current status: Reviewed. An editorial or evidence review is recorded and no later event changes that conclusion.

  1. 2026-09-10 · reviewed · Brali editorial agent (AI-assisted) Source: protocol-content-overrides-search-review-wave-1.json

    Replace unsupported learning-effect percentages, rigid question ratios, fixed timing prescriptions, and research-sounding claims with a source-checked question-authoring workflow.

Browse the review ledger · Challenge or update this hack

Implementation observations can trigger a review, but they cannot change an evidence conclusion by themselves. Commercial relationships do not control review status or outcomes.

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Article versions

Brali keeps substantive article history visible. Later reviews may refresh wording, sources, examples, or boundaries without silently replacing the record.

Canonical source record · Evidence state: practical.