Software Developer / Consultant

• Statistical Implementation & Visualization: Collaborated with the Chief Mathematician on data pipelines and visualizations for metrics like Laplacian energy and Euler characteristics.
• Data Analysis: Used pandas and NumPy to translate spectral graph theory results from interaction logs into behavioral trend visualizations.
• Research Support: Bridged mathematical theory and software execution for ML experiments and research workflows.
• Full-Stack Development & QA: Built React/Astro/Tailwind components; ensured reliability via manual QA and Playwright automated testing.

Software Developer / Researcher

• Developed responsive UI using Vue.js with PocketBase backend.
• Authored a technical guide on feature discovery with sparse autoencoders.
• Contributed to AI alignment research discussions.

Software Engineer

• Full-stack software development across Python backends and JS frontends.
• Managed Linux infrastructure, Docker deployments, VPNs, NAS, Pi-Hole.
• Deployed open-source tools (Kolibri, Odoo) in low-resource environments.
• Developed modules for Odoo.

Volunteer Researcher

• Validated and curated Chichewa-language data for Cohere's Aya Project.
• Recruited contributors for a 3,000+ researcher global ML initiative.
• Project: Aya Dataset, Aya Journey and Report, Certification, Lightning Talk - Aya: Unique Challenges Across Languages - YouTube

Information Manager

• Managed operational databases and information workflows.
• Led digital literacy workshops for 100+ community members.
• Translated technical materials into Chichewa to improve accessibility.