Lead AI Engineer
I build AI systems that survive real work.
Production-minded LLM systems, intelligent automation, and machine learning products—designed with clarity and shipped with care.
Available for select collaborations
Field Notes
Ideas, experiments, and lessons from building with AI.
View all notes Selected Work
Products and systems built around real operational constraints.
Experience
Applied AI across healthcare, enterprise software, and data products.
2024 — Now
Generative AI Engineer
Nao Medical
New York, USA · Remote
Building applied AI systems for high-stakes operational workflows.
- Architected an automated mail classification system using LLM agents.
- Designed an intelligent file management system with 96.9% measured accuracy.
- Engineered sales workflow automation with CrewAI.
2022 — 2024
Generative AI Engineer
CMB Solutions Inc.
Indianapolis, USA · Hybrid part-time
Designed LLM-powered enterprise tools and automation systems.
- Architected a natural-language ChatWithSQL system with LangChain and GPT-4.
- Implemented a RAG product assistant for enterprise knowledge.
- Led development of an automated publishing workflow.
2021 — 2024
Data Scientist
RnZ Technologies
Karachi, Pakistan · Remote
Shipped computer vision, geospatial, and multilingual AI products.
- Built geospatial monitoring workflows with Python, ArcGIS, and Sentinel-2 imagery.
- Developed a multilingual meeting-minutes generator with 95% measured accuracy.
- Turned exploratory models into repeatable client-facing systems.
Rebuilding this corner of the internet into a place for shipped work, field notes, and small experiments.
Current rabbit hole: making agentic workflows observable enough that failures become debuggable, not mysterious.
Useful things, occasionally.
New Field Notes, tools, experiments, and practical lessons—sent only when there is something worth sharing.