Outcome Reflection Overview Closes the feedback loop between prediction and reality in agent task execution. After a task completes, this skill compares the predicted outcome (recorded at planning time) against the actual outcome (observed at completion), scores the accuracy on three dimensions, and persists the calibration record to memory for future use. Over time, accumulated calibration data reveals systematic biases (e.g., consistent underestimation of implementation tasks) that planners can use to improve future predictions. When to Use Invoke immediately after any task that had a predi…