This warehouse is a bit interesting, using a Socratic style questioning mode to clarify requirements. It's a must-have for beginners to use AI!!! Ouroboros is a "requirement clarification engine" that intercepts between you and AI programming assistants (Claude Code/Hermes, etc.), focusing on setting rules before working. Ouroboros' solution approach: Never write code immediately: After receiving the instruction, it will first enter the "Socratic questioning" mode, grabbing you and asking various boundary conditions (data storage format? How to handle concurrency?), until the internal algorithm reduces your "requirement ambiguity" to below 0.2, then it will lock and generate an immutable seed.YAML specification document. Acceptance does not rely on manual labor: After the code is typed, it is no longer just a visual "Look good", but directly goes through a three-stage automated review (mechanical operation ->semantic inspection ->multi model consensus evaluation), and if it is not qualified, it will be sent back for rework. Extremely stingy routing scheduling: using cheap small models for dirty and tiring work, automatically lifting weights and switching to full blooded large models only when stuck, which can save a lot of token fees in actual testing. If you're already fed up with wiping AI's butt and fixing endless logic bugs every day, you can give this thing a try. It's like forcefully turning your brainstorming ideas into qualified PRD, and then letting AI execute them like oxen and horses, truly freezing code quality at the source. But if your local development environment itself is fine, don't try it, I don't think it's necessary. Portal: https://(GitHub)/Q00/ouroboros