
OptiRoute: Intelligent LLM Selection
Dynamically routing tasks to optimal LLMs based on multiple criteria
OptiRoute introduces a sophisticated engine that dynamically selects the most appropriate LLM for specific tasks, balancing performance, cost, latency, and ethical considerations.
- Eliminates the need for oversized models (100B+ parameters) for simpler tasks
- Optimizes model selection based on task requirements and user preferences
- Addresses security concerns through ethical routing criteria like harmlessness
- Provides specialized handling for regulated industries with strict security requirements
This research advances security in AI systems by incorporating ethical considerations directly into the model selection process, ensuring appropriate safeguards while maintaining performance efficiency.
Dynamic LLM Routing and Selection based on User Preferences: Balancing Performance, Cost, and Ethics