Knowledge Copilot
A grounded assistant that turns private knowledge into useful, cited answers — retrieval-backed responses with no hallucinated sources.
LLMsRAGPython
Live demo
Try it right here
A working in-page preview — click around, everything responds.
Hi! Ask me anything about the product handbook — every answer cites its source.
Grounded RAG: the assistant only answers when a source is found in the knowledge base.
Highlights
What makes it work
Retrieval-augmented answers with inline citations
Chunking and embedding pipeline tuned per corpus
Guardrails that refuse to answer without a source
Feedback loop that mines gaps in the knowledge base
Let's build
Want something like this shipped?
I take products from first sketch to production — web, mobile, AI, and on-chain.