All work

Tech4Dev RAG Chatbot.

A document-grounded answer system for a learning organisation.

Code available

Concept diagram. Source documents → Retrieval → Grounded response.

A retrieval-augmented chatbot that responds using relevant source documents, developed as an applied knowledge-system project.

The problem

Teams need access to information buried in documents, but generic chat responses are difficult to audit.

The approach

Retrieve relevant source passages, ground responses in that context and assemble the application using Python services, a document index and a web interface.

Scope and limits

Portfolio research project. Project context does not imply the named organisation endorses or operates this site.