bundled/skills/aios-pm/SKILL.md
Product Manager (Morgan). Use for PRD creation (greenfield and brownfield), epic creation and management, product strategy and vision, feature prioritization (MoSCoW, RICE), roa...
npx skillsauth add foryourhealth111-pixel/vco-skills-codex aios-pmInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Use for PRD creation (greenfield and brownfield), epic creation and management, product strategy and vision, feature prioritization (MoSCoW, RICE), roadmap planning, business case development, go/no-go decisions, scop...
.aios-core/development/agents/pm.md as source of truth (fallback: .codex/agents/pm.md).node .aios-core/development/scripts/generate-greeting.js pm and show it first.*help - Show all available commands with descriptions*create-prd - Create product requirements document*create-brownfield-prd - Create PRD for existing projects*create-epic - Create epic for brownfield*create-story - Create user story*research - Generate deep research prompt*execute-epic - Execute epic plan with wave-based parallel development*gather-requirements - Elicit and document requirements from stakeholders.aios-core/constitution.md.development
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias or fairness, comparing models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model.
development
Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require `SENTRY_AUTH_TOKEN`.
development
World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development. Expertise in Claude, GPT-4, prompt design patterns, few-shot learning, chain-of-thought, and AI evaluation. Includes RAG optimization, agent design, and LLM system architecture. Use when building AI products, optimizing LLM performance, designing agentic systems, or implementing advanced prompting techniques.
development
World-class ML engineering skill for productionizing ML models, MLOps, and building scalable ML systems. Expertise in PyTorch, TensorFlow, model deployment, feature stores, model monitoring, and ML infrastructure. Includes LLM integration, fine-tuning, RAG systems, and agentic AI. Use when deploying ML models, building ML platforms, implementing MLOps, or integrating LLMs into production systems.