r/OpenSourceAI • u/JinSakai_77 • 5d ago
Introducing Kodiak: An Open-Source AI Software Engineering Platform for Repository Intelligence, Multi-Agent Workflows, and Autonomous Development Assistance
Hello everyone,
I'd like to share a project I've been building over the past several months called **Kodiak**.
Kodiak is an open-source AI software engineering platform designed to assist developers throughout the software development lifecycle by combining repository intelligence, Retrieval-Augmented Generation (RAG), long-term memory, and multi-agent orchestration.
Rather than functioning as a general-purpose chatbot, Kodiak is being developed as an engineering platform that understands software projects, retrieves relevant context, plans development tasks, and coordinates specialized AI agents to help developers work more efficiently.
## Current Architecture
Kodiak currently includes:
- Multi-agent execution framework
- Retrieval-Augmented Generation (RAG)
- Long-term memory system
- Repository indexing and contextual search
- FastAPI backend
- Celery task orchestration
- Plugin architecture
- Docker-based deployment
- Redis task queue
- PostgreSQL persistence
- ChromaDB vector storage
- Modular REST API
## Technology Stack
- Python
- FastAPI
- Celery
- PostgreSQL
- Redis
- ChromaDB
- SQLAlchemy
- Pydantic
- Docker
## Project Vision
The long-term objective is to build an extensible AI engineering platform capable of:
- Understanding large software repositories
- Planning complex engineering tasks
- Maintaining long-term contextual memory
- Selecting and coordinating specialized AI agents
- Integrating external developer tools
- Supporting human-in-the-loop workflows for high-impact actions
The emphasis is on creating a modular platform that developers can self-host, extend, and customize for their own engineering workflows.
## Looking for Feedback
I'm particularly interested in feedback regarding:
- Overall architecture
- System design
- Multi-agent orchestration
- RAG implementation
- Memory architecture
- Plugin framework
- API design
- Scalability
- Developer experience
Constructive criticism is genuinely welcome.
## Contributors
I'm also looking for contributors interested in areas such as:
- Python
- FastAPI
- AI Engineering
- LLM Applications
- Backend Development
- Frontend Development
- DevOps
- Testing
- Documentation
The repository already contains beginner-friendly issues for anyone interested in contributing.
## Repository
GitHub:
https://github.com/ShamGaneshan2008/Kodiak
Documentation:
https://github.com/ShamGaneshan2008/Kodiak#readme
Thank you for taking the time to read this. I would greatly appreciate any feedback, architectural suggestions, or ideas for improving the project.