Consolidate workflows and tools from commands repository

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.
This commit is contained in:
Seth Hobson
2025-10-08 08:25:17 -04:00
parent a80cfd0f53
commit d2f3886ae1
143 changed files with 37154 additions and 464 deletions

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---
model: claude-sonnet-4-0
---
# AI Prompt Optimization
Optimize the following prompt for better AI model performance: $ARGUMENTS
Analyze and improve the prompt by:
1. **Prompt Engineering**:
- Apply chain-of-thought reasoning
- Add few-shot examples
- Implement role-based instructions
- Use clear delimiters and formatting
- Add output format specifications
2. **Context Optimization**:
- Minimize token usage
- Structure information hierarchically
- Remove redundant information
- Add relevant context
- Use compression techniques
3. **Performance Testing**:
- Create prompt variants
- Design evaluation criteria
- Test edge cases
- Measure consistency
- Compare model outputs
4. **Model-Specific Optimization**:
- GPT-4 best practices
- Claude optimization techniques
- Prompt chaining strategies
- Temperature/parameter tuning
- Token budget management
5. **RAG Integration**:
- Context window management
- Retrieval query optimization
- Chunk size recommendations
- Embedding strategies
- Reranking approaches
6. **Production Considerations**:
- Prompt versioning
- A/B testing framework
- Monitoring metrics
- Fallback strategies
- Cost optimization
Provide optimized prompts with explanations for each change. Include evaluation metrics and testing strategies. Consider both quality and cost efficiency.