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INDEPENDENT PORTFOLIO PROJECT / 02

Enterprise Knowledge Assistant

Engineering answers, connected to their sources.

LangChainChromaDBRAGVector embeddings

The problem

Engineering knowledge is distributed across internal documentation, including complex payroll processes.

The approach

A retrieval-augmented assistant indexes documentation into a vector database and answers engineering questions with cited sources.

CONCEPTUAL WORKFLOW
01 / Documentation02 / Vector retrieval03 / Cited answer

Engineering considerations

Design priorities for this kind of system:

  • Retrieve relevant documentation before generating an answer.
  • Make source citations accessible for verification.
  • Keep domain-specific context connected to the response.

Visuals are conceptual illustrations. Implementation source and live demos are not currently linked.

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