Summer Research Intern at Queen’s University Belfast

Conducted advanced hardware security research focused on reproducing TPU extract from the TPU framework. Captured and analyzed electromagnetic (EM) wave emissions by deploying local TensorFlow Lite AI models on Coral Edge Tensor Processing Units (TPUs) to successfully reverse-engineer and extract proprietary machine learning model layer hyperparameters. Gained hands-on experience with Edge TPU machine learning models, TensorFlow Lite, and hardware-level AI security.

Summer Research Intern at Queen’s University Belfast (Research)

Conducting advanced hardware security research focused on reproducing the TPU extract framework. Capturing and analyzing electromagnetic (EM) wave emissions by deploying local TensorFlow Lite AI models on Coral Edge TPU devices to reverse-engineer and extract proprietary machine learning model layer hyperparameters. Gained hands-on experience with edge TPU machine learning models, TensorFlow Lite, and hardware-level AI security.

Reinforced and applied security engineering and software fundamentals across top modules including Theory of Computation, Malware Analysis, Networks and Protocols, Data Structures and Algorithms, Fundamentals of Maths for Computing, Cloud Computing, and Advanced Computer Architecture. (Modules and grades listed in the resume; exact employer not provided in the text.)

Software Engineering Intern at Design

Designed and implemented responsive customer-facing UI features using EmberJS, TypeScript, JavaScript and SCSS, delivering production functionality across the Vulnerability Remediation product including multi-step workflows, remediation screens, feature flags, API integrations and UX improvements from Figma. Integrated front-end components with back-end APIs, implemented client-side validation, asynchronous data loading, and automated UI tests to support reliable production feature delivery. Contributed to back-end development and maintenance of Puppet Comply, independently reproduced and resolved production defects, and implemented new functionality across Linux environments. Led impact through ticket contributions: became the team’s highest individual ticket contributor for the first Vulnerability Remediation release, completing 61 Jira issues (13% of assigned work). Delivered 100+ merged pull requests implementing production features across the Vulnerability Remediation project.

Software Engineer (Personal/portfolio and Puppet by Perforce) at Puppet by Perforce

Studied and worked with modules in computer science fundamentals and security-related topics (malware analysis, networks and protocols, data structures and algorithms). Practiced building and shipping software through cloud microservices and frontend development as reflected in the portfolio work. Note: The resume lists 'Puppet by Perforce' as an entry; exact internship/job dates are not explicit in the provided text.