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PROJECT CASE / 01

RagDocs.

Questions and answers over PDF, DOCX and TXT with semantic search, source citations and local AI.

MY ROLE

Full-stack development of a personal project.

YEAR

2026

FOCUS

RAG · AI

01 / CONTEXT

The problem.

Finding answers in long documents and being able to verify their sources.

02 / PRODUCT

The solution.

A query workflow that retrieves relevant passages and presents answers with document references.

03 / TECHNICAL JUDGMENT

Decisions that matter.

  • 01

    Use Ollama to run models locally.

  • 02

    Isolate each user’s documents and display source citations.

04 / OUTCOME

What it enables.

  • Query PDF, DOCX and TXT files through one interface.
  • Answers linked to passages retrieved through semantic search.
02 / 04
RagDocs interface for querying a PDF with local AI.

RagDocs interface for querying a PDF with local AI.