Ujala User
@ujalauser
I build enterprise AI platforms, multi-agent systems, and production LLM infrastructure that improve operational efficiency.
PakistanWhat I'm looking for
I'm a core contributor to 3E Company's AI Platform, supporting 400–600 daily internal users with production AI agents, MCP servers, secure API provisioning, and multi-model LLM routing through LiteLLM.
I led technical development of MARS, a multi-agent regulatory automation platform integrating SAP, Azure DevOps, and Jira. The system improved compliance-task efficiency by 30% through adaptive learning and automated monitoring.
I also architected an Auto-MCP Generator that converts OpenAPI/Swagger specifications into production-ready Python MCP servers using Code Generator and Code Validator agents over A2A Protocol. It reduced enterprise API onboarding effort by approximately 10× and achieved over 90% automated-generation success.
Previously, I built forecasting and transaction-intelligence systems for US and European clients, including an 8,000+ model forecasting ecosystem on AWS SageMaker and MLflow. My work reduced inventory costs by 25%, improved fulfillment accuracy by 15%, and increased transaction-processing efficiency by 50%.
Experience
Work history, roles, and key accomplishments
Senior Machine Learning Engineer
ISSM Labelling Solutions Pvt. Ltd.
Apr 2024 - Present (2 years 5 months)
Core contributor to the 3E AI Platform, supporting 400-600 daily internal users, and led development of MARS, a multi-agent regulatory automation system. Architected an autonomous code-generation system for MCP servers, reducing API onboarding effort by 10x.
Machine Learning Engineer
Kavtech Solutions Pvt. Ltd.
Aug 2022 - Apr 2024 (1 year 8 months)
Developed and deployed an end-to-end demand forecasting platform with 8,000+ ML models, reducing inventory costs by 25%. Built a serverless transaction-justification recommendation system, increasing processing efficiency by 50%.
Graduate Teaching Assistant
Lahore University of Management Sciences
Jan 2022 - May 2022 (4 months)
Designed curriculum and programming assignments for 150+ students, mentoring on ML concepts and production implementation.
Education
Degrees, certifications, and relevant coursework
Lahore University of Management Sciences (LUMS)
M.S., Computer Science
M.S. in Computer Science from Lahore University of Management Sciences, completed in June 2022.
University of Engineering & Technology (UET), Lahore
B.S., Computer Science
B.S. in Computer Science from University of Engineering & Technology, Lahore, completed in June 2020.
Coursera
Practical Data Science on the AWS Cloud Specialization, Data Science
Completed the Practical Data Science on the AWS Cloud Specialization.
DeepLearning.AI
Generative AI with Large Language Models, Generative AI
Completed the Generative AI with Large Language Models certification.
DeepLearning.AI
Introduction to Machine Learning in Production, Machine Learning
Completed the Introduction to Machine Learning in Production certification.
DeepLearning.AI
ChatGPT Prompt Engineering for Developers, Prompt Engineering
Completed the ChatGPT Prompt Engineering for Developers certification.
Amazon Web Services
AWS Cloud Quest: Cloud Practitioner, Cloud Computing
Completed the AWS Cloud Quest: Cloud Practitioner certification.
Google Cloud
Introduction to Large Language Models, Large Language Models
Completed the Introduction to Large Language Models certification.
Availability
Location
PakistanAuthorized to work in
Salary expectations
Social media
Skills
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