How Specifications Stop AI Code Hallucinations: The OpenSpec Approach

As AI programming assistants gain widespread adoption, their tendency to generate contextually-inappropriate code poses serious productivity and security risks. OpenSpec addresses this by constraining AI within project-specific specifications rather than attempting to make the models themselves more intelligent—a paradigm shift that treats AI as a tool requiring guidance, not a replacement for engineering discipline. This approach is crucial for teams relying on AI assistants, as it demonstrates that reliability in AI-generated code comes from structure and constraints, not from smarter models.