{...}Zakir Matloob.
Book a Call
All work

Citation-backed RAG · 2025

Agentic Legal Research

An agentic question-answering system over Pakistan higher-court judgments — conversational research with citations, not vibes.

View repositoryGitHub
Agentic Legal Research

Challenge

Case law research is slow, keyword-brittle, and easy to hallucinate if you drop a raw LLM on a PDF pile.

Approach

I built a retrieval pipeline over judicial datasets, then wrapped it in an agentic loop that answers in seconds and must show its sources. Precision over poetry.

Outcome

Legal questions become a conversation grounded in the record. The system is a working proof that enterprise RAG only matters if citations survive scrutiny.

PythonVector searchRAGLangChainLLMs