Real‑Time Data & Simulation

High‑fidelity data handling and simulation capabilities underpin robust agent strategies:

• Low‑Latency Streaming: End‑to‑end event latency under 50 ms via optimized message buses (e.g., Kafka, NATS) and in‑memory caching layers.

• Backtest & Replay Engine: Replay historical on‑chain and TradFi market data in synchronized time to validate agent performance, with metrics dashboards for drawdown, Sharpe ratio, and latency analysis.

• Synthetic Market Sandbox: Forked blockchain states and simulated order book environments enable dry‑run deployments and stress testing without risking production capital.