Hybrid Reasoning Agents: 35–55% fewer tokens and up to 2.6× faster inference

Automated excerpt

Modern LLM agents still reason and interact through text, while latent reasoning offers an efficient internal medium but lacks native tool access and reasoning transparency. We bridge these two directions with Hybrid Reasoning Agents (HybridAgents), which dynamically navigate between latent reasoning and text-based interaction throughout a unified generation process. These designs preserve tool-integrated agentic capabilities while making latent thoughts directly inspectable.

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