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GSoC ’25 Week 08 Update by Diwangshu Kakoty (sugarlabs#346)
* gsoc-25-week08 * spelling fix
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---
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title: "GSoC ’25 Week 08 Update by Diwangshu Kakoty"
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excerpt: "Reflection Learning Widget in Music Blocks"
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category: "DEVELOPER NEWS"
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date: "2025-07-30"
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slug: "2025-07-30-gsoc-25-diwangshu-week08"
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author: "@/constants/MarkdownFiles/authors/diwangshu-kakoty.md"
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tags: "gsoc25,sugarlabs,week08,AI"
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image: "assets/Images/GSOC.png"
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---
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<!-- markdownlint-disable -->
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# Week 08 Progress Report by Diwangshu Kakoty
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**Project:** [AI Tools for Reflection](https://github.com/Commanderk3/reflection_ai)
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**Mentors:** [Walter Bender](https://github.com/walterbender), [Sumit Srivastava](https://github.com/sum2it)
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**Assisting Mentors:** [Devin Ulibarri](https://github.com/pikurasa), [Ajeet Pratap Singh](https://github.com/apsinghdev)
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**Reporting Period:** 2025-07-19 - 2025-07-27
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---
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## Goals for This Week
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- **Goal 1:** Improved 'reflection' widget UI.
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- **Goal 2:** Implement IndexedDB for storing user data.
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- **Goal 3:** Fix bugs caused by these changes.
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---
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## This Week’s Achievements
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1. **Improved the widget's User Interface**
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- I have made improvements to the 'reflection' widget's user interface. The new design is more intuitive and user-friendly, enhancing the overall user experience. On opening the widget window, users can initialize a new session by clicking the 'Start New Session' button. This action sends the project code to the server, which then responds with a flowchart and algorithm.
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2. **Storing User Data**
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- I have implemented IndexedDB to store user data, including summaries and analysis reports. IndexedDB is a low-level API for client-side storage of significant amounts of structured data, including files/blobs. Now the LLM can take reference from the stored data to generate more accurate analysis.
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---
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## Challenges & How I Overcame Them
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- **Challenge 01:** Working with vanilla JavaScript is really time-consuming. Although my fundamentals about this language are getting stronger, I still find it challenging to make dynamic UI components using it.
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**Solution :** I am using existing CSS styling to make the UI components a little bit faster.
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- **Challenge 02:** The 'reflection' widget block comes in the project code. So, the LLM also describes the block in the algorithm that is not needed.
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**Solution :** I have not figured out a solution for this yet. I am thinking of using a regex to remove the block from the code before sending it to the LLM.
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---
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## Key Learnings
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- I have learned how to use IndexedDB for storing user data in a structured way. This will be beneficial for future projects that require client-side storage.
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---
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## Next Week’s Roadmap
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- From recent discussions with my mentor, I will be assigning persona-like names to the AI agents.
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- I will be implementing the 'analysis' feature in the 'reflection' widget. Therefore, it has to read the previous summaries and analysis reports from the IndexedDB.
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---
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## Resources & References
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- **Repository:** [reflection_streamlit](https://github.com/Commanderk3/reflection_streamlit)
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- **Streamlit App:** [Reflection App](https://reflectionapp-2yoxtvn6sknvktme2zorvq.streamlit.app/)
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- **IndexedDB Documentation:** [MDN Web Docs - IndexedDB](https://developer.mozilla.org/en-US/docs/Web/API/IndexedDB_API)
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---
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## Acknowledgments
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Thank you to my mentors, the Sugar Labs community, and fellow GSoC contributors for ongoing support.
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