{"id":30786957,"url":"https://github.com/savka777/yuki-road-map","last_synced_at":"2025-09-05T12:10:14.527Z","repository":{"id":305539349,"uuid":"1023151901","full_name":"savka777/Yuki-Road-Map","owner":"savka777","description":"Your Unified Knowledge Interface","archived":false,"fork":false,"pushed_at":"2025-07-20T16:39:16.000Z","size":337,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-07-20T18:21:48.408Z","etag":null,"topics":["ai","ml","rag","spaced-repetition-algorithm"],"latest_commit_sha":null,"homepage":"https://www.yuki-learn.com/","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/savka777.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-07-20T16:27:23.000Z","updated_at":"2025-07-20T16:42:25.000Z","dependencies_parsed_at":"2025-07-20T18:32:04.237Z","dependency_job_id":null,"html_url":"https://github.com/savka777/Yuki-Road-Map","commit_stats":null,"previous_names":["savka777/yuki-demo"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/savka777/Yuki-Road-Map","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/savka777%2FYuki-Road-Map","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/savka777%2FYuki-Road-Map/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/savka777%2FYuki-Road-Map/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/savka777%2FYuki-Road-Map/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/savka777","download_url":"https://codeload.github.com/savka777/Yuki-Road-Map/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/savka777%2FYuki-Road-Map/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273754433,"owners_count":25161944,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-05T02:00:09.113Z","response_time":402,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","ml","rag","spaced-repetition-algorithm"],"created_at":"2025-09-05T12:10:09.353Z","updated_at":"2025-09-05T12:10:14.483Z","avatar_url":"https://github.com/savka777.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Your Unified Knowledge Interface\n\n\u003e **Study smarter. Remember longer.**  \n\u003e AI-powered spaced repetition that adapts to how you learn. Transform any content into effective study sessions.\n\nhttps://www.yuki-learn.com/ \n\n![Yuki Dashboard](/landing-header.png)\n\n## Vision\n\nYuki 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.\n\n## Key Results\n\n- **85% better retention** through optimized spaced repetition\n- **3x faster learning** with AI-generated content\n- **Active users** experiencing measurable improvement in study outcomes\n- **Zero-downtime** production deployment with 20+ releases\n\n## Core Features\n\nCard deck\n----\n\n![Yuki Cards](/card-deck.png)\n\nFlash cards\n----\n\n![Yuki FlashCards](/flashcard.png)\n\nGeneration\n----\n![Yuki Generate](/generate-cards.png)\n\n### Smart Repetition\nAdvanced 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.\n\n### AI Generation\nUpload any document (PDF, text, slides) and get high-quality flashcards generated automatically using advanced AI. Supports:\n- Code formatting for programming concepts\n- Mathematical expressions and equations\n- Context-aware question generation\n- Customizable AI system instructions\n\n### Focused Sessions\nDistraction-free study sessions that adapt to your pace and learning style:\n- Real-time difficulty adjustment\n- Performance tracking and analytics\n- Customizable session lengths\n- Progress visualization\n\n\n## Coming Soon\n\n### Exam Analysis\nUpload 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.\n\n### ML-Powered Analytics\nTrack your learning patterns with intelligent insights:\n- Response time analysis\n- Retention rate optimization\n- Learning pattern detection\n- Personalized study recommendations\n\n### Practice Tests\nAI-generated practice exams that simulate real test conditions and difficulty levels. Get realistic preparation for your actual assessments.\n\n### Smart Notes\nTransform lectures and documents into structured, searchable study notes with automatic summarization and key concept extraction.\n\n### Advanced Integrations\nConnect with popular note-taking tools like Obsidian, Notion, and Anki for seamless workflow integration.\n\n## Technical Architecture\n\n### Frontend\n- **Next.js 15** with TypeScript\n- **Tailwind CSS** for responsive, modern UI design\n\n### AI \u0026 ML Pipeline\n- **OpenAI API** integration for content generation\n- **RAG (Retrieval-Augmented Generation)** for intelligent content processing\n- **Vector databases** for semantic search and content retrieval\n- **Custom ML models** for learning pattern analysis\n\n### Backend \u0026 Database\n- **Prisma ORM** with PostgreSQL for robust data management\n- **Vector embeddings** for semantic content search\n\n### Deployment\n- **Vercel** for seamless deployment and scaling\n- **GitHub Actions** for CI/CD pipeline\n- **Monitoring** with error tracking and performance analytics\n\n## Advanced Algorithms\n\n### Spaced Repetition Enhancement\nBuilding on the proven SM-2 algorithm with modern ML improvements:\n- **Personalized difficulty scaling** based on individual performance\n- **Context-aware scheduling** considering study patterns and preferences\n- **Forgetting curve optimization** using historical data\n\n### Content Generation\n- **Dynamic prompt engineering** for context-appropriate flashcard creation\n- **Multi-modal content support** (text, code, math,)\n- **Quality scoring** to ensure generated content meets learning standards\n\n## Design Philosophy\n\nYuki is designed around the principle of **customizable intelligence**. Rather than forcing users into predetermined study methods, we want to provide:\n\n- **Flexible AI workflows** that users can design and modify\n- **Adaptive algorithms** that learn from individual usage patterns\n- **Modular features** that can be combined in unique ways\n- **Open architecture** for future extensibility\n\n## Development Status\n\n**Current Phase:** Core Platform Development\n- ✅ Basic spaced repetition system\n- ✅ AI-powered flashcard generation\n- ✅ User authentication and data management\n- ✅ Performance analytics dashboard\n- In Progress: RAG implementation\n- In Progress: ML-powered personalization\n- Planned: Exam analysis engine\n- Planned: Practice test generation\n\n## Target Users\n\n- **University students** preparing for exams and coursework\n- **Professional learners** acquiring new technical skills\n- **Language learners** building vocabulary and comprehension\n- **Anyone** looking to optimize their learning and retention\n\n## What Makes Yuki Different\n\nUnlike traditional flashcard apps, Yuki is building a **platform approach**:\n\n1. **Customizable AI Workflows** - Users design their own learning systems\n2. **Cross-Domain Application** - Same core technology works for any subject\n3. **Research-Backed** - Built on proven cognitive science principles\n4. **Production-Ready** - Designed for scale and reliability from day one\n\n## Roadmap\n\n### Short Term (3 months)\n- Complete RAG system implementation\n- Launch ML analytics dashboard\n- Beta testing with 100+ users\n- Mobile-responsive design improvements\n\n### Medium Term (6 months)\n- Exam analysis feature launch\n- Practice test generation\n- Advanced collaboration features\n- API for third-party integrations\n\n### Long Term (12 months)\n- Smart notes system\n- Enterprise education partnerships\n- Advanced AI personalization\n- Platform extensibility for developers\n\n## Contributing\n\nYuki is currently in private development. Interested in collaborating or learning more? \n\n**Contact:** [sav.bojko@gmail.com](mailto:sav.bojko@gmail.com)\n\n---\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsavka777%2Fyuki-road-map","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsavka777%2Fyuki-road-map","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsavka777%2Fyuki-road-map/lists"}