Experience

Industry roles, open-source contributions, and internships

Positions

1. Beam AI — Machine Learning Engineer I

   Full-time · May 2025 – Present

   Built a feedback-driven LLM-as-a-Judge system that automatically evaluates and refines model outputs, enabling adaptive correction and higher reliability. Implemented and optimized LLM pipelines on AWS Bedrock for scalable deployment across enterprise environments. Engineered multi-agent systems using LangChain agent graphs with PGVector databases, reducing manual oversight by 70%. Designed multimodal document processing systems leveraging Azure AI and LlamaIndex, achieving 96% extraction accuracy.

   Python AWS Bedrock LangChain Azure AI LlamaIndex PGVector

2. Beam AI — Associate Machine Learning Engineer

   Full-time · May 2024 – May 2025

   Developed bespoke evaluation metrics to assess LLM outputs for hallucinations, factual accuracy, and task-specific alignment. Designed a deterministic code interpreter for model-generated code, improving reproducibility and safety in automated pipelines. Integrated guardrails frameworks to enforce output constraints for compliance and quality standards. Built RAG systems processing 10,000+ documents daily with sub-second latency.

   Python LangChain PGVector Qdrant MLOps

3. Folio3 — ML Engineer Intern

   Internship · Jul – Sep 2023

   Object detection and instance segmentation using YOLO and Mask R-CNN. Optimized inference pipelines through data augmentation and hyperparameter tuning. Collaborated cross-functionally with engineering and product teams.

   YOLOv8 Mask R-CNN PyTorch OpenCV

4. HBL (Habib Bank Limited) — SOC Analyst Intern

   Internship · Jul – Oct 2022

   Security operations center monitoring using SIEM tools. Gained experience in information security, network security, and cybersecurity operations.

   SIEM Network Security Cybersecurity

5. Habib University — Project Assistant

   Internship · Jun – Sep 2022

   Designed and developed an Arduino-controlled CNC dividing machine for precision milling automation. Built feedback control loops and conducted systematic calibration testing.

   Arduino CNC Control Systems

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Open source

1. LangChain — Contributor

   langchain-google integration · Documentation, compatibility fixes, and community support

   Type	Description	Link
   PR	Comprehensive README for langchain-google-vertexai	#934
   PR	Pydantic v2.11+ compatibility fix for model_fields	#931
   Issue	Deprecation warning: model_fields in Pydantic	#948
   Issue	Gemini produced empty response	#936
   Issue	Missing metadata in Native Tools response	#907

2. Confident AI — Contributor

   DeepEval · Evaluation and testing frameworks for LLMs

   Type	Description	Link
   PR	Fix GSM8K tuple response attribute error	#1628
   PR	Fix ToolCall __hash__ to handle unhashable input/output types	#1625

3. OpenRobotics Lab — Creator

   Open-access robotics education platform · Free study guides, tutorials, and resources for ROS 2 and robotics. Recognized with Best CS Khidmat Award at Habib University.

   GitHub

4. ROS 2 SLAM RPlidar — Creator

   SLAM implementation guide · Step-by-step guide for SLAM with ROS 2 and RPLidar, covering mapping, localization, and navigation stack setup.

   GitHub

5. RECAP — Creator

   Review Engine for Critiquing and Advising Pitches · LLM-powered agentic system that deploys multiple specialized AI agents to provide structured, multi-perspective feedback on startup pitch presentations. Built with Google Gemini Pro and LangGraph.

   GitHub