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Capture and preserve machinist expertise before it retires. Structured knowledge extraction for CNC operations, troubleshooting, and process optimization. USE WHEN user says 'capture knowledge', 'document expertise', 'what does [name] know', 'troubleshooting tips', 'how do we handle', 'interview machinist', or 'tribal knowledge'.
Use for multi-perspective analysis with both Codex and Gemini exploring different viewpoints. Triggers on "council perspectives", "pros and cons from council", "council evaluate options", "what are the tradeoffs", "council consensus".
Claude Code Agents system, task delegation patterns, and multi-agent coordination. Use when creating custom agents, managing agent workflows, or implementing task delegation.
A comprehensive, long-horizon skill for designing, coding, debugging, and scaling AI-integrated systems — including Python backends, React frontends, RAG pipelines, vector databases, and tool orchestration. Ensures production-grade quality and consistency across every code and architecture decision.
Enhanced context7 integration with AI-powered features
Supervised fine-tuning using SFTTrainer, instruction formatting, and multi-turn dataset preparation with triggers like sft, instruction tuning, chat templates, sharegpt, alpaca, conversation_extension, and SFTTrainer.
Use when implementing on-device AI with Apple's Foundation Models framework (iOS 26+), building summarization/extraction/classification features, or using @Generable for type-safe structured output.
Create well-formed Claude agents with proper YAML frontmatter, system prompts, and examples. Use when user wants to create a new agent, customize Claude behavior, or needs help structuring an agent definition.
Integrated orchestrator agent that manages and coordinates 25 specialized AI agents for Specification Driven Development Trigger terms: orchestrate, coordinate, multi-agent, workflow, execution plan, task breakdown, agent selection, project planning, complex task, full lifecycle, end-to-end development, comprehensive solution Use when: User requests involve orchestrator tasks.
Instrument safety checks, content filters, and guardrails for agent outputs
Use when the user is exploring possibilities, asking for ideas, or expressing uncertainty. Trigger cues include "ideas", "alternatives", "what could we do", "brainstorm", "different approaches", "I'm not sure yet". Use this skill to generate distinct conceptual directions before any evaluation or refinement.
Advanced AI Solution Architect wisdom for designing production-grade AI systems. Use when (1) architecting new agents, workflows, or AI features, (2) debugging agent behavior or performance issues, (3) making technology choices (models, frameworks, observability), (4) reviewing AI system designs for production-readiness, (5) planning agent orchestration with LangGraph, (6) designing memory/context systems, (7) optimizing LLM costs and latency, or (8) building email marketing AI optimization systems. This skill thinks like a senior architect at OpenAI/Anthropic - questioning assumptions, anticipating failures, and designing for the AI-native future.
Tree of Thoughts exploration for brainstorming and finding unknown unknowns. Recursively branches hypotheses, ranking by NOVELTY not probability. Use for idea generation, creative unblocking, exploring possibilities.
Unified logging system for AI orchestration workflows with current state metadata and execution logs in a single file
This skill should be used when the user asks "how did we solve this before", "what was the decision about X", "have we done this before", "what do you remember about", "check your memory", or when searching for past context, previous decisions, or historical information about the project.
Recognize and avoid 15 common AI fluency anti-patterns that undermine effectiveness: over-reliance, prompt magic thinking, verification theater, and more.
Use when user wants to ask the AI council a question, get multiple AI perspectives, or consult with both Codex and Gemini. Triggers on phrases like "ask council", "council opinion", "what do the AIs think", "ask both models".
