Workbench

Practical tools for clearer, more reliable AI work.

Strengthen a question, inspect an answer, or challenge an idea before relying on it. No signup. No large prompt library.

Tool 01

Ask Better Questions

AI is more useful when the task, context, and constraints are clear.

  • What you are trying to accomplish
  • The relevant context
  • The constraints
  • What a useful result should look like

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Help me clarify this task before solving it. Restate the goal, identify missing context or constraints, and ask only the most important follow-up questions.

Use it when: The request feels vague, overloaded, or likely to produce a generic answer.

Limitation: A clearer question improves the odds of a useful response, but it does not guarantee that the answer will be correct.

Tool 02

Check the Answer

A confident answer is not the same as a verified answer.

  • What is directly supported
  • What is inferred
  • What is uncertain
  • What depends on current or external information
  • What should be checked independently

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Review your answer and separate the claims into: supported facts, reasonable inferences, assumptions, and items that require external verification. Then tell me what evidence would change the conclusion.

Use it when: The answer includes factual claims, recommendations, estimates, or anything that could affect a real decision.

Limitation: AI can misjudge its own accuracy. Important claims still need to be checked against reliable sources or direct evidence.

Tool 03

Red Team the Idea

A promising idea can still fail because of hidden assumptions, missing constraints, or second-order effects.

  • What has to be true for this to work
  • What could break
  • Who might use it differently than expected
  • What burden it creates
  • What happens if the underlying conditions change

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Red team this idea. Identify the strongest assumptions, likely failure modes, hidden costs, affected stakeholders, and conditions that would make the idea unsafe, ineffective, or not worth pursuing.

Use it when: An idea feels exciting, obvious, or ready to act on.

Limitation: Red teaming can expose risk, but it cannot prove that an idea will fail or succeed.

Use the tool. Keep the judgment.

These prompts are not substitutes for evidence, expertise, or responsibility. They are simple ways to slow down weak framing, false confidence, and premature commitment.