Ambiguity Compiler
July 2026
OpenAI Build Week • Developer Tools Track
An MCP-powered developer tool that converts vague, ambiguous software issue descriptions into competing behavioral contracts, generates test cases where they disagree, and locks the intended behavior with human approval before Codex writes code.
skills & technologies used
TypeScriptModel Context Protocol (MCP)OpenAI Responses APICodexOpenRouterNode.jsVite