Natural language search

[thibaudcolas]

Tentative item, highly dependent on evolution of vector indexing / search capabilities across database backends. Improvement to Wagtail’s search interface to support natural language queries.

Intended outcome

Depending on underlying search backend capabilities, this would either be:

• Vector search, with semantic understanding of queries and content.
• Or RAG (retrieval-augmented generation) approach, combining traditional search with LLMs to interpret queries and content.
• Or (TBC) conversational search interface, with follow-up questions and clarifications.

More information

• Model search improvements #116
• wagtail-vector-index

[Nightwing-77]

there has been a rise of multi model shared embedding space which allows us to vectorize text,images,tables etc in shared vector space and allows us to query them!!