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Systems of rules and constraints that direct LLMs to generate minimal and maintainable code.
Distinct from Simplification Patterns: No existing candidate captures the high-level framework for LLM-driven code minimization.
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Ponytail is an LLM code simplification framework and AI agent guardrail system. It provides rules and constraints designed to stop coding agents from producing unnecessary or overly complex logic, ensuring that AI-generated code remains minimal and maintainable. The project features a codebase complexity auditor that scans repositories and code diffs to identify over-engineered patterns and suggest deletions. It also includes a technical debt ledger to track and log deferred shortcuts and cleanup tasks. The framework supports an AI code review workflow and automated code simplification. Thes
Provides a comprehensive system of rules and constraints that directs LLMs to write minimal code and avoid over-engineering.