01 — Research

Severity-Graded Safety Rubric

L0 Nominal · success
Vision · Language · Action
02 — Identity

Engineering Intelligence That Is Capable And Safe.

I'm an AI & DevOps engineer who builds and ships end-to-end systems from model to production. My work spans retrieval-augmented and agentic LLM systems, full-stack ML, and the cloud CI/CD that deploys and operates them.

My MSc dissertation focuses on safety evaluation for Vision-Language-Action models in simulated robotic manipulation, how we measure, grade, and trust the behaviour of embodied AI. Alongside it, four+ years in legal technology taught me to build systems where precision, traceability, and accountability are non-negotiable.

Applied AI Safe AI VLA Models RAG / Agentic Cloud · DevOps Legal-Tech
MSc
Computer Science · LSBU
4
Applied AI & cloud portfolio projects
VLA
Safety-evaluation research focus
03 — Selected Work

Featured Projects

04 — Capabilities

Technical Skills

A research-grade toolkit spanning models, retrieval, safety, and the cloud they run on.

Safe AI / Research

Evaluation & Trust · primary focus
VLA (OpenVLA / OFT)Adversarial RobustnessSeverity GradingLIBERO / MuJoCoRoboGCGPyTorch

AI / Machine Learning

Models & Training
Pythonscikit-learnLightGBMTensorFlowFeature EngineeringModel Evaluation

Generative AI / RAG / LLMs

Retrieval & Language
OpenAI APIRAGAgentic (tool-use)ChromaDBEmbeddingsPydanticPrompt Engineering

Cloud / DevOps

Deploy & Operate
AWSDockerKubernetesJenkinsCI/CDLinuxGit

Full-Stack / Data

Interfaces & APIs
ReactViteTailwindFastAPISupabase / Postgres
05 — Background

Education & Experience

MSc
Computer Science
London South Bank University (LSBU)
Research focus
Severity-graded safety evaluation of Vision-Language-Action models (OpenVLA / OFT) in LIBERO simulated manipulation. Distinction-level core-module marks — 90–98%.
2025 — 2026
MSc Computer Science
London South Bank University
Distinction in MSc with a focus on AI, cloud and DevOps. Dissertation on severity-graded safety evaluation of Vision-Language-Action models.
Feb 2021 — Jun 2025
Legal Technology & Systems Assistant
Tax Era Pvt. Ltd. · Lahore
Owned the Python automation, Linux administration and data-pipeline workstream for a legal/tax practice — parsing ~200–300 PDFs a month, maintaining 30+ Python/Bash scripts, and cutting an estimated 18–20 hours/week of manual work.
Feb 2021 — Feb 2023
Master of Laws (LLM)
The University of Lahore
Postgraduate law (CGPA 3.22) focused on research methodology, regulatory frameworks and structured legal analysis — the precision and traceability mindset I now bring to AI systems.
06 — Let's Build

Let's Build Safe, Capable AI.

Open to AI / ML, MLOps & DevOps roles, collaborations, and research conversations. The fastest way to reach me is email.