About / Systems trajectory

Infrastructure taught me how systems fail. Security taught me where trust breaks.

AI engineering brings both disciplines into systems that can retrieve, reason, call tools, and affect real infrastructure. I'm an AISecOps engineer at Systems Ltd, based in Lahore, Pakistan.


  1. 01DevOps

    Shipping and operating systems reliably.

  2. 02DevSecOps

    Building security into the delivery pipeline.

  3. 03GenAI infrastructure

    Standing up production AI platforms on AWS.

  4. 04AISecOps

    Securing systems that retrieve, reason, and act.

My work sits where AI systems, cloud infrastructure, security, and open source meet. The through-line is operational: making increasingly capable systems deployable, observable, governed, and resilient.

I discovered open source during COVID, when international online events opened a door I didn't know existed. Today I contribute upstream to projects maintained by AWS, CNCF, and OWASP — and I organize communities so more developers in Pakistan can walk through that same door.

Current focus
Agentic AI security, AI infrastructure, runtime controls, and AI supply-chain integrity.
Engineering principle
Architecture should make trust boundaries, failure modes, and operational ownership visible.
Ecosystem
AWS, Kubernetes, Terraform, cloud-native platforms, DevSecOps, and open source.