qalarc.com / projects / ai-knowledge-libraries
AI Knowledge Libraries
Custom knowledge bases that make local LLMs instantly expert in your business domain — no fine-tuning needed
Custom knowledge bases that make local LLMs instantly expert in whatever you feed them.
Each library is a curated file of facts, conventions and reference material that gets injected into the model's context on demand — so a local model with no training on your domain suddenly answers like it was fine-tuned. Libraries are plain editable text: version them, diff them, share them.
The same pattern powers the qalarc.com site guide, which reads a knowledge library maintained through a small admin API.
Capabilities
Ingests PDF, Markdown, Word, plain text
Chunking, embedding, metadata tagging
ChromaDB vector store
Works with any Ollama-compatible LLM
Versioned library updates
REST API
Fully on-premises
Tags
Status: in-progress · First built: 2024-09-01 · Last updated: 2025-01-15