https://github.com/savka777/yuki-road-map
Your Unified Knowledge Interface
https://github.com/savka777/yuki-road-map
ai ml rag spaced-repetition-algorithm
Last synced: 10 months ago
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Your Unified Knowledge Interface
- Host: GitHub
- URL: https://github.com/savka777/yuki-road-map
- Owner: savka777
- Created: 2025-07-20T16:27:23.000Z (11 months ago)
- Default Branch: main
- Last Pushed: 2025-07-20T16:39:16.000Z (11 months ago)
- Last Synced: 2025-07-20T18:21:48.408Z (11 months ago)
- Topics: ai, ml, rag, spaced-repetition-algorithm
- Homepage: https://www.yuki-learn.com/
- Size: 329 KB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Your Unified Knowledge Interface
> **Study smarter. Remember longer.**
> AI-powered spaced repetition that adapts to how you learn. Transform any content into effective study sessions.
https://www.yuki-learn.com/
## Vision
Yuki is building **the Notion of study apps** - a unified knowledge interface where users can design their own AI-powered learning workflows. Instead of rigid, one-size-fits-all study tools, Yuki empowers learners to create personalized systems that adapt to their unique learning patterns.
## Key Results
- **85% better retention** through optimized spaced repetition
- **3x faster learning** with AI-generated content
- **Active users** experiencing measurable improvement in study outcomes
- **Zero-downtime** production deployment with 20+ releases
## Core Features
Card deck
----
Flash cards
----
Generation
----
### Smart Repetition
Advanced algorithms powered by the SM-2 spaced repetition method, enhanced with machine learning to show you cards exactly when you need to review them for optimal long-term retention.
### AI Generation
Upload any document (PDF, text, slides) and get high-quality flashcards generated automatically using advanced AI. Supports:
- Code formatting for programming concepts
- Mathematical expressions and equations
- Context-aware question generation
- Customizable AI system instructions
### Focused Sessions
Distraction-free study sessions that adapt to your pace and learning style:
- Real-time difficulty adjustment
- Performance tracking and analytics
- Customizable session lengths
- Progress visualization
## Coming Soon
### Exam Analysis
Upload past papers to identify patterns and predict question types with AI analysis. Understand what topics are most likely to appear and focus your studying accordingly.
### ML-Powered Analytics
Track your learning patterns with intelligent insights:
- Response time analysis
- Retention rate optimization
- Learning pattern detection
- Personalized study recommendations
### Practice Tests
AI-generated practice exams that simulate real test conditions and difficulty levels. Get realistic preparation for your actual assessments.
### Smart Notes
Transform lectures and documents into structured, searchable study notes with automatic summarization and key concept extraction.
### Advanced Integrations
Connect with popular note-taking tools like Obsidian, Notion, and Anki for seamless workflow integration.
## Technical Architecture
### Frontend
- **Next.js 15** with TypeScript
- **Tailwind CSS** for responsive, modern UI design
### AI & ML Pipeline
- **OpenAI API** integration for content generation
- **RAG (Retrieval-Augmented Generation)** for intelligent content processing
- **Vector databases** for semantic search and content retrieval
- **Custom ML models** for learning pattern analysis
### Backend & Database
- **Prisma ORM** with PostgreSQL for robust data management
- **Vector embeddings** for semantic content search
### Deployment
- **Vercel** for seamless deployment and scaling
- **GitHub Actions** for CI/CD pipeline
- **Monitoring** with error tracking and performance analytics
## Advanced Algorithms
### Spaced Repetition Enhancement
Building on the proven SM-2 algorithm with modern ML improvements:
- **Personalized difficulty scaling** based on individual performance
- **Context-aware scheduling** considering study patterns and preferences
- **Forgetting curve optimization** using historical data
### Content Generation
- **Dynamic prompt engineering** for context-appropriate flashcard creation
- **Multi-modal content support** (text, code, math,)
- **Quality scoring** to ensure generated content meets learning standards
## Design Philosophy
Yuki is designed around the principle of **customizable intelligence**. Rather than forcing users into predetermined study methods, we want to provide:
- **Flexible AI workflows** that users can design and modify
- **Adaptive algorithms** that learn from individual usage patterns
- **Modular features** that can be combined in unique ways
- **Open architecture** for future extensibility
## Development Status
**Current Phase:** Core Platform Development
- ✅ Basic spaced repetition system
- ✅ AI-powered flashcard generation
- ✅ User authentication and data management
- ✅ Performance analytics dashboard
- In Progress: RAG implementation
- In Progress: ML-powered personalization
- Planned: Exam analysis engine
- Planned: Practice test generation
## Target Users
- **University students** preparing for exams and coursework
- **Professional learners** acquiring new technical skills
- **Language learners** building vocabulary and comprehension
- **Anyone** looking to optimize their learning and retention
## What Makes Yuki Different
Unlike traditional flashcard apps, Yuki is building a **platform approach**:
1. **Customizable AI Workflows** - Users design their own learning systems
2. **Cross-Domain Application** - Same core technology works for any subject
3. **Research-Backed** - Built on proven cognitive science principles
4. **Production-Ready** - Designed for scale and reliability from day one
## Roadmap
### Short Term (3 months)
- Complete RAG system implementation
- Launch ML analytics dashboard
- Beta testing with 100+ users
- Mobile-responsive design improvements
### Medium Term (6 months)
- Exam analysis feature launch
- Practice test generation
- Advanced collaboration features
- API for third-party integrations
### Long Term (12 months)
- Smart notes system
- Enterprise education partnerships
- Advanced AI personalization
- Platform extensibility for developers
## Contributing
Yuki is currently in private development. Interested in collaborating or learning more?
**Contact:** [sav.bojko@gmail.com](mailto:sav.bojko@gmail.com)
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