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Semantic Chaos Monkey: Testing Ambiguous AI Instructions 🐒

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle This is my submission for the Hacktoberfest Open-Source AI Challenge — Week 2: Side Hustle .

  • Semantic Chaos Monkey tests ambiguous AI instructions for operational procedures.
  • Generates multiple interpretations of instructions and validates them against allowed actions.
  • Simulates outcomes in synthetic environment to suggest clearer instructions.

Stop asking AI to “clean this up”: a safe refactoring loop (with 2 free prompts)

Ask Cursor, Claude Code or ChatGPT to “clean this up” or “refactor this,” and you’ll usually get something : new folders, renamed symbols, a fashionable pattern, maybe a dependency bump.

  • Safe refactoring loop prevents unreviewable AI changes
  • Smell inventory ranks issues by payoff ÷ risk and size
  • Free prompts guide smell mapping and safety net creation

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