positive-framing-patterns

Positive framing transforms NEVER/DON'T statements into ALWAYS/DO patterns. Instead of "don't edit files without reading," use "always read files before editing." This shifts LLM focus from prohibitions to concrete actions, improving comprehension and compliance across agent prompts and documentation.

LLMs respond better to affirmative guidance than negations. Positive framing reduces ambiguity, makes instructions actionable, and establishes explicit expectations. This technique is backed by evidence showing improved instruction clarity, stronger compliance, and more reliable LLM behavior across workflows and trigger descriptions.

Yes. Positive framing applies to authoring new agent prompts, refactoring existing docs, and optimizing trigger descriptions across prompts, skills, and workflows. The Skill includes 20+ before/after examples and a decision tree to help you convert warnings, recommendations, and prohibitions into prescriptive guidance.

Positive framing handles pattern-based transformations including commands, prohibitions to prescriptions, warnings to guidance, and recommendations. It covers defined scope boundaries and helps satisfy functional requirements for affirmative tone, concrete actions, and constructiveness in instruction design.

The Skill includes a decision tree for tone selection to match your context. Psychology-backed guidance helps you pick appropriate framing—whether direct imperative, conditional guidance, or collaborative suggestion—ensuring your converted instructions align with your communication goals and LLM expectations.