Projects

17 / Projects

In development Limited detail

Technical Knowledge Engine

Documents are extracted and normalised into a knowledge base that the model can query.

The project is shown at the level of problem, architecture and capabilities; some implementation details remain reserved.

01 · The problem

An LLM working from unprocessed documents can give fluent but incorrect answers. Knowledge must be extracted before it can be retrieved reliably.

02 · The idea

Documents → extraction → normalisation → database → knowledge → LLM.

03 · The system

The shared spine between the PDF pipeline, yacht pricing and the engineering assistant.

04 · The implementation

It is being developed as a reusable layer, with components intended for several use cases.

05 · The next step

Make retrieval boring: the right record, with a source, every time.

The architecture

  1. 01 Documents
  2. 02 Data extraction
  3. 03 Normalisation
  4. 04 Database
  5. 05 Knowledge
  6. 06 LLM

Technologies

  • Python
  • PostgreSQL
  • SQLAlchemy
  • vLLM
  • FastAPI

Categories

Data · AI · Engineering

Project / Start

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