Sbah Ud Din User
@sbahuddinuser1
I build reliable agentic LLM systems and production AI platforms for enterprises.
PakistanWhat I'm looking for
At Edgec.io, I lead delivery of enterprise agentic AI systems from client requirements and architecture through production rollout. I built a 9-stage prospect-enrichment pipeline processing about 265 companies per hour, cutting enrichment cost by roughly 95% while achieving over 90% decision-maker precision.
I've also built production assistants with LangGraph, LangChain, RAG, FastAPI, Celery, Redis, and PostgreSQL, including an agentic platform used by 600+ users. My work spans retrieval-grounded research tools, voice-and-text assistants, computer vision monitoring, and AI automation for fintech and e-commerce clients.
Experience
Work history, roles, and key accomplishments
Lead AI Engineer
Edgec.io
Aug 2025 - Present (1 year 1 month)
Led a 3-engineer team to deliver an enterprise prospect-enrichment system end to end, from client requirements and architecture through production. Architected and built the core 9-stage LLM pipeline, cutting cost per enriched prospect by ~95% and achieving over 90% precision on identified contacts.
AI Software Engineer
Edgec.io
Mar 2024 - Aug 2025 (1 year 5 months)
Built the agentic core of a production assistant used by 600+ users, with 4 agents, 30+ tools, and 8+ multi-step workflows on LangGraph and LangChain. Held first agent response under 3 seconds by moving long-running tool execution onto Celery and Redis background tasks.
Rebuilt evaluation methodology for client AI systems, tracing failures to data leakage, invalid validation splits, and train/production skew. Delivered backend services and AI-driven automation for fintech and e-commerce clients as a remote independent contractor.
Education
Degrees, certifications, and relevant coursework
Stanford University
Machine Learning Specialization, Machine Learning
Completed the Machine Learning Specialization in 2025.
COMSATS University Islamabad
Bachelor of Science, Software Engineering
Pursued a Bachelor of Science in Software Engineering.
Availability
Location
PakistanAuthorized to work in
Salary expectations
Social media
Skills
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