Open to opportunities

Syed Muhammad Mehran

@syedmuhammadmehran

Message

I build reliable agentic AI systems with human review, observability, and production-grade full-stack deployment.

Pakistan

Message

What I'm looking for

I'm looking to build reliable AI products and production systems, especially agentic LLM workflows with strong observability, human review, and scalable cloud deployment.

I've built SmartInvoiceExtraction, a two-agent LangGraph and Gemini 2.5 Flash pipeline that combines extraction and reflection agents, confidence-gated human review, and mathematical guardrails to catch inconsistent invoice data.

I deployed the system end to end with a Dockerized FastAPI backend on AWS EC2, a React and TypeScript frontend on Vercel, PostgreSQL on Supabase, and S3 storage. I also built an LLM observability dashboard for per-agent latency, token usage, cost, confidence scores, and reflection critiques.

At Systems Limited, I build Azure Storage monitoring and log-analysis dashboards for enterprise pipelines, reducing production troubleshooting from about 30 minutes to under one minute. My work spans Node.js, Express.js, Azure, SQL, REST APIs, and real-time Server-Sent Events.

Experience

Work history, roles, and key accomplishments

Current

Intern

Current

Systems Limited

Mar 2026 - Present (5 months)

Built a real-time Azure Storage monitoring dashboard for 35+ enterprise client pipelines, detecting stalled file transfers and generating live alerts. Implemented Server-Sent Events with backend polling and in-memory caching to deliver live updates while reducing redundant Azure queries.

Azure Storage SQL REST APIs