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QUALITY.md: Open Spec for AI-Assisted Project Quality

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A developer introduced QUALITY.md, an open format specification and a companion CLI tool designed to define and evaluate project quality holistically. The specification aims to move beyond reactive bug fixing towards a proactive quality maintenance mindset. It allows teams to declare desired quality characteristics, requirements, and their contextual importance, serving as a universal rubric for both human developers and AI agents.

This initiative targets engineering quality loops, enabling alignment on what quality truly means for specific projects. The accompanying agent skill and CLI provide a practical implementation for generating comprehensive quality evaluation reports. These reports offer prioritized improvement recommendations, intending to tackle intent and comprehension debt while compounding learning at a high leverage point.

The project's philosophy centers on "caring" for software, making maintenance accessible to humans and AI. By abstracting quality models, QUALITY.md seeks to standardize how teams and AI collaborate on maintaining and improving software over its lifecycle. The format is intentionally vendor-agnostic to encourage broad adoption and integration.

This open specification provides a structured approach to software quality, aiming to improve developer workflows and the overall maintainability of projects through AI assistance.