Lesson 1Ambiguity in OptimizationHow unclear goals and shifting constraints distort algorithmic choices.Start2 Micro-lessonsMicro lesson 1When Optimization MisleadsMicro lesson 2Ambiguous Requirements
Lesson 2Scaling and DegradationRecognizing when scaling strategies cause hidden failures.Start2 Micro-lessonsMicro lesson 1Scaling Under PressureMicro lesson 2Detecting Degradation Early
Lesson 3Trade-offs and Long-term CostsJudging trade-offs and anticipating delayed consequences in algorithm design.Start2 Micro-lessonsMicro lesson 1Trade-offs That BackfireMicro lesson 2Restraint in Algorithm Changes