Where the time went.

Mozilla

Research Volunteer

Research collaboration with Mozilla and the University of Calgary developing an agentic GPT-4 tool for Firefox QA test-plan generation. The tool ingests seed cases, feature descriptions, and scope; drafts candidate cases; and uses similarity checks to compare against the human-written plan.

• •Paper in preparation on how agentic prompting strategies affect test-case coverage.
• •Continuing collaboration on Mozilla Bugbug, bug-classification automation for Bugzilla.

• Agentic AI
• GPT-4
• Python
• Cosine similarity
• TaskCluster

Outreachy × Mozilla Firefox

Open-source Intern

Worked on Bugbug, Mozilla's open-source ML pipeline for bug triage on Bugzilla. Shipped two production models and integrated the training workflow with modern observability.

• •Shipped a model that auto-tags accessibility-related bugs on Bugzilla.
• •Shipped a spam-comment classifier that quietly removes Bugzilla noise.
• •Integrated training with Weights & Biases for interpretability and metric comparison.
• •Moved model training onto TaskCluster, Mozilla's CI platform, for compute flexibility.

• Python
• scikit-learn
• Weights & Biases
• TaskCluster
• Bugzilla API

Medici con l'Africa CUAMM

Data Entry Clerk

Filtered and analysed organisational data for an Italian NGO improving healthcare access across African countries. Surfaced insights from raw field data.

• Excel
• Data cleaning