WHY ME
The difference is what happens when the agent is wrong.
- 01
It runs without me.
An orchestrator I defined, provisioned and gated made 314 of Provider Research Factory’s 321 commits.
Provider Research Factory - 02
The gate is code, not a policy document.
Nine agents with folder-scoped writes, a human gate between phases, and a log that recorded a real rejection.
Course Factory - 03
Every number here opens the file behind it.
Every figure on this site has a source I can show you.
Skills, evidence-linked
Work · 4 flagship
Case studies, not screenshots.
- F01MULTI-AGENT SYSTEMS
Course Factory
Nine-agent course factory that ships instructor-approved curriculum behind mechanical human approval gates.
- F02AGENTIC DATA PIPELINES
Provider Research Factory
Turns a population query into a verified national dataset behind two human approval gates.
- F03RAG / APPLIED SECURITY
RAMPART
Static-analysis findings grounded in a corpus of 26,681 real disclosed vulnerabilities before developers see them
- F04PRODUCTION FULL-STACK
Symufolk HRIS
Production HRIS for Pakistani SMEs: encrypted personal data, per-client deployment, 123 endpoints
How I work
Gates are code, not policy documents.
If it can be skipped under deadline pressure, it was never a gate.
01
Orchestrate deterministically.
Use models only where judgment is actually required. The control flow, the state transitions and the stopping conditions are code.
02
Gates are code, not policy documents.
If it can be skipped under deadline pressure, it was never a gate.
03
An unexercised guard is not a guard.
I run every guard at least once against a case it should catch.
04
Label the gap, let it surface.
When a step can't be completed, I say so rather than dropping it silently.
About
AI engineer at Symufolk. I build the pipeline behind Puffo AI.
Chess and card games otherwise.
Contact
Open to new roles, remote from Lahore.
Email is best; the role and the timeline are enough to get a useful reply.