gtfrans2re

gtfrans2re

I'm a Hardware-Software hacker by passion

About

Roboticist & Applied AI Researcher. I design & build scalable AI-Driven Autonomous Navigation & Perception Systems for Sustainable Technologies. Giving back through Open Source Science, STEM Mentorship & EDIA (Equity, Diversity, Inclusion, and Accessibility).

Applied AI & Autonomous Robotics for Sustainable Technologies.

I work at the intersection of AI and Robotics, with a strong focus on innovation and open-source development.

  • Degree: Finishing up: Master's* in Computer Science (Artificial Intelligence) @ UQAM, Winter 2026 ; Upcoming: PhD in Computer Engineering at Polytechnique Montréal (MiST Lab), Fall 2026
  • Matrix: @gtfrans2re:matrix.org

Outreachy Contributions

A comprehensive log of my contributions to the Fedora Project during the Outreachy application phase. This includes discussions, issue troubleshooting, and direct community support.

Fedora CommOps Tracking

Highlight: My Biggest Contribution

Authored a Creative Onboarding Guide for Future Outreachy Applicants

My most impactful contribution was writing a comprehensive, creatively themed blog post aimed at demystifying the Outreachy application and onboarding process for newcomers. Using an engaging aviation metaphor ("Boarding flight MD202X"), I broke down the entire journey—from the initial application and project selection to community engagement and submitting pull requests. This guide serves as a welcoming, easy-to-digest roadmap for future applicants, helping to reduce the intimidation factor of open-source contributions and fostering a more supportive, well-prepared community.

Issue Discussions & Comments

Direct links to my activity on the Fedora Project Forge, including summaries of the work done:

  • 001. Contribution on Issue #116
    Summary: Created and configured my Fedora Account System (FAS) profile to officially integrate into the Fedora contributor community.
  • 002. Contribution on Issue #117
    Summary: Established a personal blog platform to document my Outreachy journey, shared updates, and published open-source insights.
  • 003. Contribution on Issue #118
    Summary: Authored and published a comprehensive blog post introducing the Fedora Project and its impact to a broader audience.
  • 004. Contribution on Issue #119
    Summary: Executed a social media outreach strategy on LinkedIn to promote my Fedora introductory post and drive community engagement.
  • 005. Contribution on Issue #120
    Summary: Drafted and published an onboarding guide designed to help future Outreachy applicants navigate the application and contribution process more effectively.
  • 006. Contribution on Issue #121
    Summary: Designed, developed, and deployed a custom GitHub Pages portfolio to neatly organize and showcase my final Outreachy contributions.
  • 007. Contribution on Issue #123
    Summary: Processed multilingual scanned documents, converted into machine-readable and editable text using OCR technology (Optical Character Recognition), namely Docling and compared its results to those of Surya OCR, both running the Tesseract engine.
  • 008. Contribution on Issue #124
    As an Outreachy contributor for the Fedora Project, this task focused on setting up RamaLama, an open-source tool designed to make local AI development simple and "boring." The task was to install RamaLama on a Fedora environment, manage AI models across multiple transports (Ollama, HuggingFace, OCI), and verify model performance with Fedora-specific prompts. This serves as the foundation for building a Retrieval-Augmented Generation (RAG) system based on Fedora RPM Packaging Guidelines.
  • 009. Contribution on Issue #131
    Summary: Identified several formatting bugs in the RamaLama CUDA platform documentation, ask to be assigned to ensure CLI commands and Markdown syntax are correctly rendered for a seamless developer experience.
  • 010. First Virtual Meeting Recording
    Summary: Facilitated and recorded the inaugural peer-to-peer sync using tl;dv to coordinate RamaLama documentation tasks and share action items with the wider Matrix community.
  • 011. Second Virtual Meeting Recording
    Summary: Led the follow-up community meeting to review progress on multilingual document processing and RamaLama setup, providing transcripts and notes for asynchronous contributors.
  • 012. HackMD Team Workspace & Style Guide Management
    Summary: Established a centralized hub for all collaborative efforts, including the development of the RamaLama Style Guide, performing rigorous peer reviews for Issues #123 and #124, and maintaining workspace organization to ensure all contributor efforts were properly recognized.
  • 013. Contribution on Issue #2637
    Summary: Identified multiple Markdown formatting issues in the RamaLama CUDA platform guide, affecting proper placement of CLI commands, misplaced syntax within code blocks, and inconsistent use of bash formatting for improved documentation clarity and user experience.
  • 014. Pull Request #2638
    Summary: Implemented a technical fix for the RamaLama CUDA documentation by correcting MDX indentation errors and refining code block syntax to ensure CLI commands render accurately and remain visually consistent for developers.

Contact

Let’s connect! Feel free to reach out regarding my Outreachy application or other collaborations.

Address

Montreal, QC, Canada

Matrix

@gtfrans2re:matrix.org