Performance Monitoring Agent

The Performance Monitoring Agent evaluates the system’s operational performance and reliability. It tracks quantitative metrics, including trade profitability, gas cost efficiency, portfolio drawdowns, and Sharpe ratio, alongside qualitative factors like strategy execution consistency. Using statistical process control, the agent detects anomalies, such as smart contract failures, market manipulations, or data pipeline disruptions. We integrated a real-time dashboard for visualizing performance metrics, supplemented by automated alerts for critical issues. The agent generates comprehensive logs, enabling post-trade analysis and model retraining. A challenge was managing the volume of performance data generated by Solana’s high transaction rate; we optimized storage with time-series databases like InfluxDB. This agent’s feedback loop drives continuous system refinement.