THE CHALLENGE
What needed solving.
Business knowledge was fragmented across documents, workflows, and internal systems.
MY CONTRIBUTION
An AI assistant architecture focused on structured retrieval, controlled discovery, Pinecone vector search, and integrations with the wider application.
Structured discovery and retrieval-augmented generation
Vector search with Pinecone and application data with Supabase
A Next.js and TypeScript application with LangChain integrations
ENGINEERING FOCUS
Connecting an application interface to a structured knowledge retrieval workflow, with clear boundaries around discovery.
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