From Modular to End-to-End: How Tesla FSD V12 and Waymo Are Reshaping Autonomous Driving

The autonomous driving industry is undergoing a paradigm shift from modular, rule-based pipelines to end-to-end deep learning approaches. Tesla FSD V12's success with pure vision-based end-to-end driving, coupled with Waymo's continued robotaxi dominance, signals that 2026 marks the mainstream adoption of end-to-end methods. This transition eliminates error accumulation while introducing new challenges in explainability and data requirements.