Elevating Intelligence via Efficient Model and Tool Orchestration
14 days ago
- #Efficiency Optimization
- #AI Orchestration
- #Reinforcement Learning
- ToolOrchestra introduces small orchestrators to manage models and tools, improving intelligence and efficiency.
- The method uses reinforcement learning with rewards based on outcomes, efficiency, and user preferences.
- Orchestrator, an 8B model, outperforms GPT-5 in accuracy and cost-efficiency on tasks like HLE, tau2-Bench, and FRAMES.
- Orchestrator achieves a 37.1% score on HLE, surpassing GPT-5's 35.1% while being 2.5x more efficient.
- The model generalizes well to unseen tools, offering a robust performance-cost trade-off.
- ToolOrchestra demonstrates that lightweight orchestration with diverse tools is more effective and scalable than existing methods.