Instruction Following

Learn effective strategies to manage large language models like Claude when they deviate from instructions. Discover how deterministic hook scripts and precise, structured prompting can enforce compliance and prevent unwanted analogies.

Developers are increasingly reporting a decline in Claude Code's usefulness for programming, citing issues with library understanding and instruction adherence. Discover observed trends, potential causes, and alternative AI tools like Codex that some are finding more effective.