What I Built & Who It's For
I built Shiori AI Buddy, an open-source AI study companion designed specifically for my classmate and peer who struggled to find organized, low-bandwidth study resources and notes for CBSE Grade 10 prep and language learning.
In resource-constrained environments, students often face unreliable internet access and limited budget for costly AI study tools. Shiori AI Buddy acts as a local-first, privacy-focused study matchmaker that parses notes, creates quick flashcards, and organizes peer-to-peer study exchanges without relying on expensive SaaS APIs.
Why Open Innovation Matters
Open innovation is crucial for making education genuinely accessible. Here is why an open-source approach worked far better than a closed one:
- Zero Cost & Offline Availability: By leveraging open-weight models (like Gemma), the tool can run locally on budget hardware without needing paid API subscriptions or continuous high-speed internet.
- Data Privacy: Student notes and personal learning gaps remain entirely on the local device, ensuring complete data ownership.
- Customization: Open frameworks allow us to fine-tune prompt strategies specifically for Indian CBSE secondary curricula and peer study networks.
How It Works & Technical Details
- Core Engine: Built around open-source AI agent workflows to index study materials and extract key concepts.
- Resource Matching: Uses lightweight search and vector mapping to pair students with complementary notes and circular learning resources.
- Interface: Designed for fast, offline-first access with minimal friction.
Code & Demo
- GitHub Repository: https://github.com/singhaprajita183-maker/shiuri-APP
Feedback & Impact
When I shared the prototype with my peer, she was able to instantly search through organized topic summaries offline without worrying about mobile data limits. Her feedback: "It makes finding exact chapter notes so fast without distractions."
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