# Brainy Roadmap

## Vision
Brainy aims to be the most intelligent, adaptable, and accessible AI database. This roadmap outlines our path to achieving that vision.

## Current Version: 2.0.0 (January 2025)

### ✅ Completed Features (More than expected!)
- **Noun-Verb Taxonomy**: With neural entity detection
- **Triple Intelligence**: With query optimization
- **Storage Adapters**: All 4 with multi-level caching
- **NLP**: 220+ patterns with basic entity extraction
- **WAL & Entity Registry**: Full implementation
- **Distributed Modes**: Read-only/Write-only optimization
- **Neural Import**: AI-powered data understanding
- **11+ Augmentations**: WebSocket, WebRTC, batching, more
- **Statistics System**: Complete metrics tracking
- **Performance Monitor**: Real-time monitoring
- **GPU Detection**: WebGPU/CUDA detection
- **3-Level Cache**: Sophisticated caching system

## 🚧 Q1 2025 (Integration Needed)

### Import/Export Integration
- [ ] Wire existing CSV parser to CLI
- [ ] Connect JSON parser to main API  
- [ ] Expose Neural Import via commands
- [ ] Add SQL database import
- [ ] Add MongoDB import

### Enhanced Natural Language
- [x] Basic entity extraction (exists)
- [ ] Improve entity extraction accuracy
- [ ] Complex query understanding
- [ ] Multi-language support

## 📅 Q2 2025

### Monitoring & Observability Enhancement
- [x] Metrics collection (exists)
- [x] Performance tracking (exists)
- [ ] Query analytics dashboard
- [ ] Prometheus/Grafana export
- [ ] OpenTelemetry integration

### Auto-Optimization
- [ ] Query pattern learning
- [ ] Automatic index creation
- [ ] Dynamic batch sizing
- [ ] Cache strategy adaptation
- [ ] Resource auto-scaling

### Security Enhancements
- [ ] Automatic encryption at rest
- [ ] Audit logging system
- [ ] Role-based access control
- [ ] API key management

## 📅 Q3 2025

### Advanced Augmentations
- [ ] Compression augmentation
- [ ] Advanced caching strategies
- [ ] Neural document import
- [ ] Custom augmentation marketplace

### Cloud Integration
- [ ] AWS auto-detection and optimization
- [ ] Google Cloud integration
- [ ] Azure support
- [ ] Vercel Edge optimization
- [ ] Cloudflare Workers support

### Performance Optimizations
- [ ] GPU acceleration (WebGPU/CUDA)
- [ ] SIMD optimizations
- [ ] Memory pressure handling
- [ ] Connection pool auto-scaling

## 📅 Q4 2025

### Distributed Computing
- [ ] Clustering support
- [ ] Multi-region replication
- [ ] Sharding strategies
- [ ] Consensus protocols
- [ ] Federated queries

### Compliance & Enterprise
- [ ] GDPR compliance toolkit
- [ ] HIPAA compliance features
- [ ] SOC2 audit support
- [ ] Data residency controls
- [ ] Enterprise SSO

## 🔮 2026 and Beyond

### Advanced AI/ML
- [ ] Model fine-tuning interface
- [ ] Active learning from feedback
- [ ] Anomaly detection
- [ ] Explainable AI
- [ ] Multi-modal support (images, audio, video)
- [ ] Custom embedding models

### Developer Experience
- [ ] Visual query builder
- [ ] Browser-based admin UI
- [ ] Mobile SDKs (React Native, Flutter)
- [ ] GraphQL API generation
- [ ] One-click cloud deployment

### Ecosystem
- [ ] Plugin marketplace
- [ ] Community augmentations
- [ ] Certified integrations
- [ ] Training and certification
- [ ] Enterprise support tiers

## Contributing

We welcome contributions! Priority areas:

1. **Import/Export**: Help us support more data sources
2. **Storage Adapters**: Add support for more storage backends
3. **Augmentations**: Create useful augmentations
4. **Documentation**: Improve examples and guides
5. **Testing**: Increase test coverage

See [CONTRIBUTING.md](CONTRIBUTING.md) for details.

## Feature Requests

Have a feature request? Please:
1. Check this roadmap first
2. Search existing issues
3. Open a new issue with the "enhancement" label

## Versioning Strategy

- **2.x**: Current major version, backward compatible
- **Minor releases**: New features (quarterly)
- **Patch releases**: Bug fixes (as needed)
- **3.0**: Next major version (2026) with distributed support

## Commitment to Open Source

All features on this roadmap will be:
- ✅ MIT licensed
- ✅ Available to everyone
- ✅ No premium tiers
- ✅ No artificial limitations

## Status Updates

This roadmap is updated quarterly. Last update: January 2025

Star the repo to stay updated on progress! ⭐