Current robotics tooling excels at answering "now" questions: Where is the robot now? What does the map look like now? Why did one robot repeatedly fail while others succeeded? When did an obstacle first appear? Which decision caused a coverage gap? PyRoboReplay reconstructs and visualizes replayable timelines of robot behavior from any robotics system: Try it - pip install PyRoboReplay