Service

Internships

Internship at Insiel S.p.A, Trieste, Italy

Duration: Oct 15, 2024 - Apr 15, 2025

Project Title: *"Comparative analysis to verify the quality of the results obtained by technical supervisors and hierarchical generative AI. In particular, explore the supervisor technique, where one LLM (Large Language Model) moderates and verifies the results of another LLM, to better understand the dynamics and efficiencies between the two approaches."* This project focuses on evaluating the effectiveness of generative AI supervision mechanisms and investigating how hierarchical LLM models interact to ensure result quality, accuracy, and efficiency.

---

Internship at US Agency for International Development (USAID), Pakistan

Duration: Feb 2010 - May 2010

Worked as a Software Operator, focusing on data discretization and processing. Contributed to optimizing data management workflows and supporting information system development for USAID projects.

---

Volunteer Work

- Student Volunteer for the 18th IEEE International Conference on Software Testing, Verification, and Validation (ICST 2025). Assisted in conference organization, session coordination, and technical support to facilitate discussions on cutting-edge software testing research.