Spec hallucination is a real challenges, spec writing is a skill influenced by the individual experience and org culture. Tier 1 tech firms have standardized the product mgmt processes. Sparring is a library that aims to make these Tier 1 mental models available to every Product manager to refine the specs before it hits the Agentic development pipeline