Lesson 1
Model Boundaries and Overreach
How pushing model boundaries leads to subtle failures.
Start2 Micro-lessons
Micro lesson 1
Assuming Model Validity Beyond ContextMicro lesson 2
Ignoring Model Blind Spots Under PressureLesson 2
Nonlinear Interactions and Surprises
Why systems behave unpredictably under stress.
Start2 Micro-lessons
Micro lesson 1
Unexpected Feedback LoopsMicro lesson 2
Overfitting to Past DataLesson 3
Long-term Drift and Model Decay
How models lose relevance over time and the risks of delayed recalibration.
Start2 Micro-lessons
Micro lesson 1
Delayed Model Drift RecognitionMicro lesson 2
Resisting Unnecessary Model Updates