Decision situation

AI-assisted research

Use AI to expand research without treating fluent text, repeated output or model confidence as verification.

Use Decision Audit

Signals to notice

Reasons to slow down and check.

The model's first answer becomes the research frame.
Important claims have no inspectable source.
Several generated summaries are counted as independent confirmation.

Questions before action

Make the missing evidence visible.

What did we believe before asking the model?
Which claims are verified outside the model?
How many genuinely independent sources support the conclusion?

Relevant lenses

Concepts that may help you test the reasoning.

Evidence-linked lensAutomation Bias

Use this concept as a question to test the decision, not as a label for a person.

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Evidence-linked lensAnchoring Effect

Use this concept as a question to test the decision, not as a label for a person.

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Evidence-linked lensIllusory Truth Effect

Use this concept as a question to test the decision, not as a label for a person.

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Practical moves

Do something different, not only notice a label.

TechniqueIndependent estimate before the anchor

Create a reference point before seeing a strong external number or recommendation.

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TechniqueSource trace

Separate independent evidence from repetition and generated summaries.

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TechniqueConsider the opposite

Force a preferred explanation to compete with a credible alternative.

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Skill to develop

AI-assisted reasoning

You can use an AI system to expand reasoning while keeping important judgments independently checkable.

Practice this situation

Choose a useful first move.

Starter · AI-assisted researchThe model supplies the first hypothesis

Before reviewing the source material, a researcher asks an AI assistant for the likely explanation. The rest of the search follows the categories in that first answer.

Skill: AI-assisted reasoningOpen scenario →

Intermediate · AI-assisted researchFluent text without inspectable support

An AI assistant gives a clear recommendation and names several studies, but the citations cannot be located. The team wants to use the recommendation because it sounds complete.

Skill: AI-assisted reasoningOpen scenario →

Advanced · AI-assisted researchFive AI summaries, one origin

Five generated summaries repeat the same market statistic. The team treats the repetition as strong agreement, but every answer appears to depend on the same unverified report.

Skill: AI-assisted reasoningOpen scenario →