CCXT provides a clean abstraction for exchange connectivity, while HummingBot accelerates strategy implementation.
The most important part is not integration speed, but consistency in order lifecycle events and position accounting.
I standardized connectors, telemetry, and reconciliation jobs to avoid mismatch between strategy state and exchange state.
With this architecture, teams can ship strategy updates faster while maintaining operational safety.