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d2f3886ae1
Repository Restructure: - Move all 83 agent .md files to agents/ subdirectory - Add 15 workflow orchestrators from commands repo to workflows/ - Add 42 development tools from commands repo to tools/ - Update README for unified repository structure The commands repository functionality is now fully integrated, providing complete workflow orchestration and development tooling alongside agents. Directory Structure: - agents/ - 83 specialized AI agents - workflows/ - 15 multi-agent orchestration commands - tools/ - 42 focused development utilities No breaking changes to agent functionality - all agents remain accessible with same names and behavior. Adds workflow and tool commands for enhanced multi-agent coordination capabilities.
61 lines
1.4 KiB
Markdown
61 lines
1.4 KiB
Markdown
---
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model: claude-sonnet-4-0
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---
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# LangChain/LangGraph Agent Scaffold
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Create a production-ready LangChain/LangGraph agent for: $ARGUMENTS
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Implement a complete agent system including:
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1. **Agent Architecture**:
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- LangGraph state machine
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- Tool selection logic
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- Memory management
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- Context window optimization
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- Multi-agent coordination
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2. **Tool Implementation**:
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- Custom tool creation
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- Tool validation
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- Error handling in tools
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- Tool composition
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- Async tool execution
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3. **Memory Systems**:
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- Short-term memory
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- Long-term storage (vector DB)
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- Conversation summarization
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- Entity tracking
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- Memory retrieval strategies
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4. **Prompt Engineering**:
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- System prompts
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- Few-shot examples
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- Chain-of-thought reasoning
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- Output formatting
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- Prompt templates
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5. **RAG Integration**:
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- Document loading pipeline
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- Chunking strategies
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- Embedding generation
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- Vector store setup
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- Retrieval optimization
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6. **Production Features**:
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- Streaming responses
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- Token counting
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- Cost tracking
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- Rate limiting
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- Fallback strategies
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7. **Observability**:
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- LangSmith integration
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- Custom callbacks
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- Performance metrics
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- Decision tracking
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- Debug mode
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Include error handling, testing strategies, and deployment considerations. Use the latest LangChain/LangGraph best practices.
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