Projects

17 / Projects

In development Limited detail

Technical Knowledge Engine

Documents become a knowledge base a model can actually use.

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

01 · The problem

An LLM on top of unprocessed documents answers fluently and wrongly. Knowledge has to be extracted before it is retrieved.

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

In development as a reusable layer, not a one-off script.

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

Have something that needs to become real?

Tell me the starting point: a problem, an idea, a process or a brand. You don’t need a perfect brief — just know what needs to change.

WhatsApp