Muhammad Umair

I am working as a junior AI Engineer at Codet AI, a product-based company in Pakistan. My main tasks at work involve performing R&D and extracting insights from SOTA methods and implementing them in development. I design seven layered intelligent agentic systems using LangChain and LangGraph frameworks, develop custom retrieval-augmented generation (RAG) methods for textual and structural information retrieval, optimize prompt strategies for real-world applications, fine-tune LLMs and BERT models to improve specific task performance and efficiency, and deploy scalable AI services using Docker and Google Cloud Platform.

My role combines research, experimentation, and end-to-end system implementation in production environments.

Junior AI Engineer at Codet AI (2025-01 – Present)

Developing seven layered intelligent agentic systems and implementing advanced AI solutions in production environments.

• Designing seven layered intelligent agentic system using LangChain and LangGraph framework
• Developing custom retrieval-augmented generation (RAG) methods for textual and structural information retrieval
• Optimizing prompt strategies for real-world applications, fine-tuning LLMs and BERT models
• Deploying scalable AI services using Docker and Google Cloud Platform
• Performing R&D and extracting insights from SOTA methods for implementation in development

Data Science Intern at British Airways and Forage (2023-08 – 2023-11)

Completed a 4-month simulation program focusing on data science applications for British Airways success.

• Completed a 4-month simulation program focusing on how data science is a critical component for British Airways success
• Utilized Python to scrape and analyze customer review data to identify complaints and satisfaction related to the BA airline
• Aggregated and visualized the data by using pandas, matplotlib, and Word Cloud to compile a professional report
• Constructed and evaluated multiple predictive models, with Random Forest outperforming others, to discern influential factors shaping customer purchasing behavior

Master of Science in Mathematics – University of Karachi (2022-01 – 2023-01)

Bachelor of Science in Mathematics – University of Karachi (2017-01 – 2021-01)