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add openai agent config for all skills
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interface:
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display_name: "Knowledge Capture Assistant"
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short_description: "Capture structured knowledge for code entry points"
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default_prompt: "Use $capture-knowledge to analyze this code entry point, map dependencies, and create docs/ai/implementation/knowledge-<name>.md after validation is complete."
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interface:
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display_name: "Dev Lifecycle"
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short_description: "Run structured SDLC phases from requirements to code review"
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default_prompt: "Use $dev-lifecycle to run the current SDLC phase, update docs/ai outputs, and recommend the next phase based on project status."

skills/memory/agents/openai.yaml

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interface:
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display_name: "Memory Assistant"
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short_description: "Use AI DevKit memory CLI to store and retrieve knowledge"
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default_prompt: "Use $memory to search existing knowledge first, then store reusable project knowledge via npx ai-devkit@latest memory commands when needed."
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interface:
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display_name: "Simplify Implementation Assistant"
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short_description: "Simplify complex code with an analysis-first workflow"
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default_prompt: "Use $simplify-implementation to analyze complexity, propose prioritized simplifications with risks, and wait for approval before changing code."

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