Technology &
Product Roadmap
24-month development trajectory from open-source foundation to enterprise-ready platform.
Development Trajectory
This roadmap outlines the 24-month development trajectory for Wayy Research's technology stack. The foundation is already built: three production-grade open-source packages representing 18+ months of development. This roadmap focuses on commercialization, scale, and enterprise readiness.
All three core packages are in production with MIT licenses. Combined 5,000+ GitHub stars, active community contributions, and pip-installable distribution. The infrastructure layer is complete—we're now building the monetization layer on top.
What's Already Built
A unified API for market data aggregation across 32+ providers. Real-time and historical data from equities, options, futures, crypto, forex.
- Provider abstraction layer—switch sources without code changes
- Rate limiting, retry logic, and failover built-in
- Pandas/NumPy native data structures
- WebSocket support for real-time feeds
- 100% test coverage with 50+ documentation examples
Event-driven backtesting engine with position sizing and risk management. Sub-second single-asset backtests on 10 years of daily data.
- Vectorized and event-driven backtesting modes
- Position sizing: Kelly, fixed fractional, volatility-targeting
- Risk management: stop-loss, take-profit, trailing stops
- Walk-forward optimization and Monte Carlo simulation
- Redis integration for distributed backtesting
Novel AI approach using fractal geometry for financial time series prediction. Multi-scale pattern recognition with regime detection.
- Hurst exponent and fractal dimension computation
- Regime detection and classification
- Ensemble forecasting with multiple model types
- Confidence intervals via Monte Carlo simulation
- Walk-forward backtesting with comprehensive metrics
24-Month Plan
Phase 1: Foundation (Months 1-6)
Focus: Platform infrastructure and initial monetization
- wayyFinance Web App v1.0 — React dashboard for strategy monitoring
- Authentication & Billing — Stripe integration, subscription management
- API Gateway — Rate-limited endpoints for strategy signals
- Strategy Marketplace — Framework for publishing strategies
- Documentation Portal — Interactive docs with code examples
Phase 2: Scale (Months 7-12)
Focus: Performance optimization and feature expansion
- Real-Time Engine — WebSocket streaming for live signals
- Multi-Asset Portfolios — Cross-asset allocation and rebalancing
- Broker Integrations — Alpaca, Interactive Brokers, Coinbase
- Mobile App v1.0 — iOS/Android for signal notifications
- Advanced Analytics — Performance attribution, risk decomposition
Phase 3: Enterprise (Months 13-18)
Focus: Enterprise features and institutional readiness
- White-Label Platform — Reseller infrastructure for partners
- SSO Integration — SAML/OAuth for enterprise customers
- Compliance Tools — Audit logging, access controls
- Custom Strategy Builder — No-code strategy construction
- Data Warehouse — Historical data lake for enterprise analytics
Phase 4: Expansion (Months 19-24)
Focus: Market expansion and platform maturity
- International Markets — Non-US equity and derivatives coverage
- Alternative Data — Sentiment, satellite, web scraping integrations
- ML Pipeline — Automated model training and deployment
- API v2.0 — GraphQL endpoints, expanded functionality
- Enterprise SLA — 99.9% uptime guarantee with support tiers
System Design
Core Stack
- Language: Python 3.10+ (core), TypeScript (web)
- Frameworks: FastAPI (API), React (web), React Native (mobile)
- Database: PostgreSQL (primary), Redis (caching), TimescaleDB (time series)
- Infrastructure: AWS (compute), Cloudflare (CDN), GitHub Actions (CI/CD)
- Monitoring: DataDog (APM), Sentry (errors), Grafana (metrics)
Design Principles
- API-First: All functionality exposed via documented endpoints
- Event-Driven: Async processing for scalability
- Stateless: Horizontal scaling without session affinity
- Observable: Structured logging, distributed tracing
- Testable: 80%+ coverage requirement for all new code
Team & Budget
Engineering Team (Post-Funding)
- Month 3: Lead Engineer — Full-stack, platform architecture
- Month 6: Backend Engineer — API development, integrations
- Month 9: Frontend Engineer — Web and mobile applications
- Month 12: DevOps Engineer — Infrastructure, reliability
Development Budget Allocation
| Category | Year 1 | Year 2 |
|---|---|---|
| Personnel | $320K | $680K |
| Infrastructure | $48K | $96K |
| Data Feeds | $36K | $72K |
| Tools & Services | $24K | $36K |
| Total | $428K | $884K |