GSoC 2026: Interested in the Gemini-API Intelligent Care Assistant

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Syed Muhammad Hussain

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Feb 20, 2026, 3:20:24 PM (6 days ago) Feb 20
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Hi Supreeth, Atharva, and the Catrobat team,

I hope you're doing well!

I'm reaching out to express my interest in the Gemini-API Powered Intelligent Care Assistant project for GSoC 2026. I have read through the project description and contributor guidelines in detail. I am also an active open-source contributor in the AI space, with recent merged contributions to the LangChain ecosystem, specifically langchain-google and deepagents.

Given my experience with backend development and API integration, I’ve already started working on a small proof-of-concept (mocking the IoT data ingestion and testing the Gemini API prompts) to get a feel for the technical scope. I am also actively preparing my official proposal document using the Catrobat template.

Since there isn't a single, specific entry task link for this idea, it would be great if you could point me in the right direction. Specifically, is there a preferred tech stack (like Python/FastAPI or Node.js) you want to see for the backend proof-of-concept, or a specific way you'd like me to demonstrate the role-based output filtering?

Thank you for your time!
Best regards,
Syed Muhammad Hussain
Machine Learning Engineer, Beam AI
Research Intern, Empathic Computing Lab – University of Auckland
B.Sc. Computer Scientist, Habib University


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