Core Features
Backtesting
High-performance backtests with vectorized operations, reproducible seeds and multi-timeframe support for thorough validation.
Live Execution
Connect to AngelOne SmartAPI (and other brokers) with robust order-state handling, retry logic and audit logs for regulatory compliance.
Strategy Lab
Parameter sweeps, sensitivity analysis, Monte Carlo and walk-forward testing in a reproducible experiment environment.
Analytics
Clustering market regimes, factor analysis, and signal quality checks powered by explainable AI modules.
Data Pipelines
Chunked retrieval, schema auto-mapping, snowflake/oracle connectors and reliable rehydration for large historical pulls.
Experiment Tracking
Compare runs, store parameters, seed values and performance metrics for reproducible model development.
Monitoring & Alerts
Realtime health checks for live strategies, webhook alerts and post-trade analytics to detect drift or anomalies.
Design Principles & Specs
- 3 requests/sec rate-limit safety for broker candle endpoints (configurable).
- Async fetching with chunking to accumulate exact-sized windows (eg. 20,000 candles) across date ranges.
- SQLAlchemy-compatible ORM models for reproducible migration and persistent activity logs.
Need a custom integration or POC? Reach out — Nagesh is available for consulting and enterprise integrations.