Define quality criteria for AI features and set up monitoring, evaluation, and iteration loops. Use this skill when a team needs to ensure their AI feature maintains acceptable quality in production.
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Evaluate AI Quality & Monitoring
Purpose
Help teams define quality standards for AI-powered features and design monitoring and evaluation systems that detect degradation and support continuous improvement.
Skill type
Conceptual skill
Use this skill when
An AI feature is going into production and needs quality monitoring
AI output quality has degraded and needs diagnosis
Quality criteria for an AI feature are undefined
An evaluation framework is needed for iterating on AI fe
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