I Built a One-Person AI QA Agency Using a Skill File and Local LLM

This article discusses a specific failure mode in AI-assisted QA work where stateless chat sessions repeatedly require rebuilding methodology. The proposed solution is a "skill file," a context document loaded as a system prompt to carry testing frameworks and definitions. This system addresses the architectural problem of constantly recontextualizing the AI.