Auditable Reasoning Prompts
Worked case: three laptops, four college constraints
This page advances one continuous project: a college buyer comparing three laptops under price, battery, weight, and required-software constraints.
1Learn the idea
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Trace one decision from input to review
Suppose the team begins with the budget, measured battery tests, weight, required software, warranty terms, and seller URLs. They label these inputs as approved and mark every missing field [UNKNOWN]. Their first request is: “Use only the approved material. Return a structured draft and list questions that could change the result.” It produces something useful, but one decision lacks support.
Instead of accepting the polished draft, the reviewer compares it with manufacturer specifications, an independent battery test, a software compatibility page, and the buyer's budget. They correct the unsupported portion, repeat the bounded request, and document why the second version passes. The worked case shows the important habit: improve the evidence trail, not just the wording. If the review reveals a deciding cell lacks a source, a specification conflicts across sources, or software compatibility has not been checked, the proper result is escalation, not a workaround.
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A decision record for this scenario
Write a short record before you move on. For a college buyer comparing three laptops under price, battery, weight, and required-software constraints, state the claim or choice under review, then name the evidence that supports it: manufacturer specifications, an independent battery test, a software compatibility page, and the buyer's budget. Next, name what the evidence does not establish. This last line prevents a narrow test from becoming a broad promise. If another team member opened your record next month, they should be able to reproduce the review without trusting your memory.
Now make the trade-off visible. A student who needs to verify seller claims before spending money may value speed, clarity, cost, control, or reassurance differently. Explain which of those mattered in the current version and why. Do not let a model choose the trade-off simply because it can produce a confident answer. The responsible owner decides whether the upside justifies the remaining uncertainty.
Finally, connect the decision to a next action. If the current evidence is enough, identify the smallest safe step forward. If it is not, request a specific source, approval, or test. The stop condition remains concrete: a deciding cell lacks a source, a specification conflicts across sources, or software compatibility has not been checked. A documented pause is a successful outcome when it keeps a weak result from becoming a consequential one.
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Why this matters
Picture the moment before you begin work on a college buyer comparing three laptops under price, battery, weight, and required-software constraints. The person depending on it is a student who needs to verify seller claims before spending money. Write down one fact that must remain exact, one choice a person—not a model—must make, and one condition that would make you pause. Your three notes are a better starting point than a broad request for “something good.” In this topic, the result is a comparison plan, an evidence table, and a short recommendation with explicit unknowns; it earns trust only when another person can see how it was made and where its limits are.
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