harden-instructions

To make AI instructions less ambiguous, audit instruction files like CLAUDE.md for soft language, conflicts, and missing scope, then apply a targeted rewrite that preserves intent while making rules more actionable and consistent.

AI assistants ignore project rules when instructions contain soft language, conflicts, or excessive density that buries key directives. Auditing the instruction file identifies these patterns and consolidates rules for better compliance.

The best way to harden agent specs is to review them for missing scope and ambiguity, evaluate instruction density, and produce a revised draft that makes instructions more actionable while preserving the original intent.

To reduce instruction file length, evaluate instruction density and apply budget-aware hardening to recommend consolidation or deletion of crowded rules, ensuring the file remains clear and effective for AI workflows.

Yes, targeted rewrite support produces a revised draft of your instruction files that preserves the original project intent while making the instructions more actionable, consistent, and clear for AI compliance.

You should audit AI workflow instructions for compliance issues when a project's rules feel too loose, too long, or too easy for an AI assistant to misread, indicating the need for a targeted rewrite.