agent-optimizer

What problem does it solve?

Optimizes agent performance by recording execution trajectories and gathering rewards to drive continuous improvement.

Core Features & Use Cases

• Trajectory recording: automatically log task inputs, outputs, tool usage, and timings for later analysis.
• Reward shaping: support for multiple reward signals and trend analysis to guide optimization.
• Prompt optimization: iterate prompts via A/B tests and maintain version history for safe rollbacks.
• Performance analytics: compute metrics like average reward, success rate, and ROI to identify improvement opportunities.

Quick Start

Initialize the optimizer in your agent workspace and run the provided scripts to start recording trajectories.