Auditable Reasoning Prompts
Mastery: your auditable comparison prompt kit
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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Assemble a reusable field guide
Your playbook for a college buyer comparing three laptops under price, battery, weight, and required-software constraints needs five items: a one-sentence job statement, a labeled input pack, one bounded prompt, a review checklist, and an escalation contact. Make each item concrete enough that a collaborator can use it without guessing what “be careful” means.
Practice with a fresh variation of the same scenario. Keep the audience and constraints, but change one input. Notice which parts of the playbook survive and which need revision. Mastery is not producing identical outputs; it is recognizing when the evidence, permission, or human judgment must change. Finish by writing the exact condition under which you would decline to continue.
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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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