state-the-target

To rewrite specs and PRDs positively, convert non-goals, out-of-scope sections, and exclusionary framing into clear scope statements and future directions. This preserves the original intent while providing actionable guidance for AI readers.

Using "is not" and anti-goal language confuses AI agent prompts because identity negations and exclusionary framing fail to provide actionable guidance. AI readers need explicit positive guarantees and scope statements to execute instructions accurately.

The best way to convert non-goals and out-of-scope sections in design docs is to reframe them as future directions or positive scope boundaries. This preserves the original boundaries while ensuring the document states desired outcomes clearly.

Yes, you can use positive scope framing for team engineering and product docs. It supports precise, actionable guidance in requirements, design notes, and PRDs, ensuring both human collaborators and AI agents understand the target outcomes.

You should fix exclusionary framing in README scope sections when documents contain non-goals, identity negations, or exclusionary language. Rewriting these boundaries into positive guarantees prevents misinterpretation by both human readers and AI agents.

No, rewriting prompt boundaries into scope statements does not lose original intent. The process explicitly preserves the original boundaries by converting exclusions into positive guarantees and future directions without dropping the original constraints.