AI engineer at Symufolk. I build the pipeline behind Puffo AI.

I'm an AI engineer at Symufolk, where I work on the Puffo AI platform. I joined as an intern in April 2026 and was promoted to Associate AI Engineer in July. The system I spend most time on is a nine-agent pipeline built as a forward-only state machine: human approval gates between phases, an append-only audit log, folder-scoped read and write permissions per agent, sandboxed execution for the agent that runs code, and an untrusted-input policy for the student-facing agent. Heavy reasoning models go only to the agents making judgment calls; the high-volume agent runs on a cheap model grounded by a RAG pack.

Seven of the 321 commits on Provider Research Factory are mine. They are the founding architecture and the first hand-verified end-to-end run. The other 314 were made by an orchestrator agent I defined, provisioned and gated. The build streams about 9.8 million NPPES registry rows, halts on any of 11 assertions, runs a compliance gate written as non-bypassable code, and deliberately ships no send path.

I finish my BS in Data Science at the University of the Punjab in October 2027. I'm also an AI/ML trainee at NETSOL Technologies through December 2026. I'm remote from Lahore, 1:00–10:00 PM PKT, a full working day's overlap with London. I work best where the automation has to be defensible to someone outside the team before it ships.