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What problem does it solve?

This Skill helps you develop and maintain adaptable agentic systems by providing integrated observability, accelerated A/B testing, a curated design guide, and dynamic runtime lesson injection.

Core Features & Use Cases

• Integrated Observability: Record agent traces as dataflow graphs with zero code changes.
• Accelerated A/B Testing: Edit node inputs/outputs and rerun to see how changes propagate.
• Lessons: Inject learned lessons into agent context dynamically at runtime.
• Design Guide: Query curated agent development techniques for problems you are encountering.
• Use Case: When debugging an agent that is not performing as expected, use ao-record to visualize its execution flow, identify bottlenecks, and then use ao-tool edit-and-rerun to test potential fixes.

Quick Start

Use ao-tool record to run your python script.