RAGret - ALMA
Second-place project at Future Forge: The ALMA Hackathon in Cebu. Connect conversations, decisions, and reference documents into an inspectable context graph with traceable AI answers.
Technology stack
React / React Flow / Vite / Motion / Python / FastAPI / Pydantic / SQLite property graph / PyMuPDF / DeepSeek adapter
Second-place project at Future Forge: The ALMA Hackathon in Cebu. Connect conversations, decisions, and reference documents into an inspectable context graph with traceable AI answers.
KodoTech won second place with RAGret-ALMA at Future Forge: The ALMA Hackathon in Cebu on October 22, 2026. DeepSeek is the current development provider; live ALMA compatibility is unverified. Embeddings, Claude Haiku, Neo4j, and PostgreSQL are not used.
Capabilities
- Separate conversation and reference libraries
- Persistent proposals and documented reversals
- Typed graph, path filters, and minimap
- Exact message/PDF evidence previews
- Cited questions, dependencies, and exports
Behind this project
RAGret: Giving Team Decisions a Traceable Memory
KodoTech’s second-place project at Future Forge: The ALMA Hackathon in Cebu, built around traceable decisions, source receipts, and validated quotations.