# ACE Context Engineering - Documentation

This directory contains detailed technical documentation for the ACE package.

##  Documentation Files

### [ACE_PAPER_ALIGNMENT.md](./ACE_PAPER_ALIGNMENT.md)
Detailed verification that our implementation correctly follows the ACE research paper architecture from Stanford/SambaNova (2025).

**Contents:**
- Core architecture alignment (Generator, Reflector, Curator)
- Key innovations from the paper
- Implementation verification
- Paper performance metrics
- Compliance checklist

### [IMPLEMENTATION_SUMMARY.md](./IMPLEMENTATION_SUMMARY.md)
Complete technical summary of the package implementation, design decisions, and usage patterns.

**Contents:**
- What we built (all components)
- Design philosophy
- LangChain best practices followed
- Usage patterns
- Package structure
- Key features

##  Quick Links

- **Main README**: [../README.md](../README.md)
- **Examples**: [../examples/](../examples/)
- **Source Code**: [../ace/](../ace/)
- **Tests**: [../tests/](../tests/)

##  For Developers

These documents are primarily for:
- Understanding the technical architecture
- Verifying paper compliance
- Learning implementation details
- Contributing to the project
- Reference during development

##  External Resources

- **Research Paper**: [arxiv.org/pdf/2510.04618](http://arxiv.org/pdf/2510.04618)
- **GitHub Repository**: [github.com/SuyodhanJ6/ace-context-engineering](https://github.com/SuyodhanJ6/ace-context-engineering)
- **PyPI Package**: [pypi.org/project/ace-context-engineering](https://pypi.org/project/ace-context-engineering)

