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This process is akin to having a team of specialists, each with deep knowledge of a particular domain, working together to guide the vehicle safely. The activation of these experts involves assigning weights, which determine their influence on the final decision. If multiple experts are relevant, their outputs are combined proportionally, ensuring nuanced, context-aware responses.
Benefits of the Mixture of Experts Model
This architecture offers several critical advantages:
- Scalability: Tesla can add or refine individual experts without retraining the entire system, making updates more efficient.