About
I’m Muhammad Safee Ullah, an AI Systems Engineer.
I work on agent runtimes, LLM evaluation, retrieval and reliable production AI systems.
DigiLawyer
DigiLawyer is a legal research and AI platform for Pakistani law. I am Co-founder & CTO, June 2023 to present. My legal employer is Codxperts Solutions.
I decide what context a model gets, which actions it can take, where access is enforced, how behavior is evaluated, and what happens when a run goes wrong.
My work includes resilient chat delivery, LangGraph orchestration, evaluation, retrieval and authenticated MCP integration. The case study describes the engineering concerns behind that work.
What I work on
Most of my current work is in legal AI. The problems are broader: agents, retrieval, evaluation, infrastructure, software architecture, and how technical work changes as models become more capable.
I care about the product boundaries around these systems as much as the models inside them. A system still has to fit the work, enforce access correctly, and keep working in production.
Writing
I write about AI, software, and the decisions that only become obvious when the thing has to work.
All writing →