Sandbox-first WPILib simulation, NT4 recording, and WPILOG analysis orchestration with the wpilib-agent-tools CLI. Use when tasks involve running simulation, validating autonomous or subsystem behavior, querying/graphing log keys, reconstructing DriverStation state, generating evidence from .wpilog files, or iterating robot-code changes safely in isolated sandboxes.
2026-04-28