Perplexity AI announced what it calls the first hybrid local-server inference orchestrator at Computex 2026. The system is designed to automatically route AI tasks between a user’s local device and cloud-based frontier models without requiring the user to decide in advance. The feature is expected come to Perplexity Computer in July 2026.
What is Hybrid Agentic Inference?
To understand what Perplexity built, it helps to understand the three-way tension that AI systems face.
Accuracy demands the most capable models, which are expensive to run. Privacy demands that some data never leave the device. Cost and energy efficiency demand that you don’t spend a frontier model’s compute on tasks a smaller model can handle.
That routing layer is what Perplexity calls hybrid agentic inference.
