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The Sandbox Test Runner provides a comprehensive testing platform for the PopKit ecosystem, allowing developers to run isolated smoke tests or full suites on skills and commands. It supports both local and cloud-based execution via E2B, capturing detailed telemetry, tool traces, and performance metrics to ensure high-quality AI workflows. By offering comparative analysis and automated reporting, it streamlines the debugging and validation process for complex AI-driven development tools, providing insights into token usage, decision points, and execution timing.