Lesson 1Instability and Nonlinear BehaviorWhen accretion disks defy prediction, restraint is the only defense.Start2 Micro-lessonsMicro lesson 1Mistaking Fluctuation for InstabilityMicro lesson 2Overreacting to Transient Patterns
Lesson 2Hidden Feedback LoopsHow subtle feedbacks in disks create delayed, compounding risks.Start2 Micro-lessonsMicro lesson 1Ignoring Slow Feedback LoopsMicro lesson 2Misreading Delayed Consequences
Lesson 3When Intervention BackfiresWhy well-intentioned adjustments to disks often worsen outcomes.Start2 Micro-lessonsMicro lesson 1Escalating Small CorrectionsMicro lesson 2Withholding Action Under Uncertainty