AI Research Oracle - Development Roadmap
📖 English | 📖 Polski | 🏠 Repository | 📚 Documentation
Timeline: July 2025 - December 2025
Phase 0: Foundation (July 19-21, 2025)
- Environment setup
- API accounts creation
- Database schema design
- Success Gate: All systems connected
Phase 1: Data Collection (July 22-28, 2025)
- ArXiv crawler implementation
- Social signals collection
- First 1,000 papers gathered
- Success Gate: Pipeline processes 100 papers/day
Phase 2: ML Development (July 29 - August 4, 2025)
- Feature engineering
- Model training (XGBoost baseline)
- Historical validation
- Success Gate: 60%+ accuracy on test set
Phase 3: MVP Launch (August 5-11, 2025)
- First 10 public predictions
- Basic web interface
- Newsletter launch
- Success Gate: 100 beta users signed up
Phase 4: Growth Automation (August 12-25, 2025)
- Full pipeline automation
- Multi-channel publishing
- Performance optimization
- Success Gate: 500 active users
Phase 5: Optimization (September 2025)
- Model improvements
- A/B testing framework
- Advanced features
- Success Gate: 70% accuracy achieved
Phase 6: Enterprise (October-November 2025)
- API productization
- Enterprise features
- Acquisition preparation
- Success Gate: First paying enterprise customer
Risk Management
See detailed risk register in each phase document.