GSoC’25 Week 11 Update by Om Santosh Suneri #379
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Week 11 Progress Report by Om Santosh Suneri
Project: AI-powered Debugger for Music Blocks
Mentors: Walter Bender Sumit Srivastava
Assisting Mentors: Devin Ulibarri
Reporting Period: 2025-08-11 - 2025-08-17
Goal for This Week
Finalize and polish the entire AI debugger stack (frontend + backend) to make it production-ready and suitable for upstream merge.
This Week’s Achievements
Introduction
This week, my main focus was on refining the entire debugger system to ensure it is production-ready and can be safely merged upstream. I worked on polishing both the frontend widget code and the FastAPI backend, improving code structure, adding helpful logs for developers, handling errors gracefully, and cleaning up the overall implementation. Additionally, I added a proper license to align with community standards. With these changes, the AI-powered debugger is now stable, clean, and ready for long-term maintenance.
What I Did
1. Widget Code Finalization
This week was all about refining the AI debugger widget both in terms of code quality and developer ergonomics.
Key frontend changes (
aidebugger.js):Improved user interaction with subtle focus/hover effects for input fields and buttons.
Added internal logging with
console.log()for:Handled backend connection failures gracefully with:
Provided consistent and timestamped system messages for events like:
Fine-tuned backend call structure and payload tracking via:
2. Backend API Polishing
Major changes in
api.py:Added robust logging to help developers track error sources:
Improved JSON decoding and validation:
Graceful fallback for context/LLM/embedding failure:
Introduced differentiated system tone logic based on interaction depth:
All responses are now guaranteed to be returned in a structured format:
Preview
The final debugger widget is now live — merged upstream in this PR
Why It Matters
These refinements make the AI-powered debugger:
Final Thoughts
Shipping a polished, production-grade AI-powered debugger required focused attention to DX (Developer Experience) and UX (User Experience). Thanks to mentor and community feedback in the last few weeks, this week's progress made the system robust, responsive, and user-centric.
Next Week’s Roadmap
For the final week (Week 12), my goal is to deliver two structured documentation guides:
Developer Guide
User Guide
These will be hosted within the project repository and made available via the in-app links.
Resources & References
Acknowledgments
Grateful as always to my mentors and the Sugar Labs community especially for pushing me to meet upstream standards, prioritize accessibility, and always keep the user's learning journey front and center.