A 5-year arc from real-time ML to production agentic systems.
I started in computer vision, speech, and NLP, then moved into RAG, document intelligence, and multi-agent AI platforms. That path gave me both strong ML foundations and the engineering judgment needed to ship production products.
Current focus
AI/ML Engineer | LLM and Multi-Agent Systems Specialist
Designing dependable AI systems that combine deterministic software, LLM reasoning, cloud AI services, and human review. The recurring theme is simple: use AI where it creates leverage, then wrap it in the engineering controls production systems need.
Research layer
Privacy-preserving ML and federated learning
Currently pursuing a Master's by Research in Artificial Intelligence at UniKL MIIT, with a focus on privacy-preserving ML, federated learning, and deployment-ready AI systems.
Timeline
Experience shaped by shipped systems.
Nov 2023 - Present
Remote | Company based in Lahore, Pakistan & United States
Premier NX
AI Engineer
Architected production AI systems across multi-agent analytics, QA evaluation, document intelligence, RAG, voice agents, and internal AI workspaces.
Built real-time ML and NLP systems for communication products, including WebRTC inference, emotion recognition, BERT pipelines, and voice FAQ workflows.