article January 31, 2026 Structured Hallucinations: Why We Tried (and Failed) to Turn Prompts into Code I spent a weekend trying to force LLMs into the rigid structure of a compiler using ASTs and lockfiles. Here is the story of 'Intend', and why it failed.