Lesson 1
Ambiguity and Context Loss
When translation systems misjudge context and meaning.
Start2 Micro-lessons
Micro lesson 1
Ambiguous Pronouns in TranslationMicro lesson 2
Cultural References and Context LossLesson 2
Optimization and Overfitting
When tuning translation models causes new errors.
Start2 Micro-lessons
Micro lesson 1
Over-Optimization and Semantic DriftMicro lesson 2
Ignoring Edge Cases in TuningLesson 3
Scaling and Rare Failures
How rare translation errors compound at scale.
Start2 Micro-lessons
Micro lesson 1
Silent Accumulation of Minor ErrorsMicro lesson 2
Catastrophic Failure from Rare Inputs