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Give a Reasoning Model a Clear Destination

2026-09-09openai, prompting

A difficult task benefits from a clear outcome and constraints. A long prompt full of instructions to “think harder” may add little useful information.

For a practice planning task, give the OpenAI model the available hours, required deliverables and dependencies. Ask for a plan that fits those limits and identifies any conflict. Check the arithmetic and ordering independently.

Keep the output contract concrete: a short sequence of actions, owners and unresolved decisions. You do not need a transcript of hidden reasoning to assess whether the plan is usable. If the result misses a constraint, add a precise example to the evaluation set. Model-specific prompting guidance can help, but the acceptance conditions should come from the work you need done.

OpenAI documentation.