NxtFoldS Internal Project
Atlas Knowledge Assistant
Atlas is the assistant we use ourselves. It indexes internal documentation, past estimates and technical notes, and answers questions with citations back to the source document.
- Category
- AI
- Status
- NxtFoldS Internal Project
- Technology
- TypeScript · Node.js · PostgreSQL · Vector Databases · LLMs
Goals
What we set out to prove
- Answer internal questions without opening five documents.
- Make every answer traceable to a source.
- Prove out our retrieval and evaluation approach on our own data first.
What we built
Inside the build
- Chunking and embedding pipeline with scheduled re-indexing.
- Retrieval with citation rendering and a refusal path when confidence is low.
- A small evaluation set scored on every prompt change.
Start here
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