360 Zhihui Cloud Developer
360 Zhihui Cloud Developer
Nov 20, 2025 · Artificial Intelligence

How DeepAgent Redefines AI Agents with Memory Folding and ToolPO

This article breaks down the DeepAgent paper, explaining its novel "main model + auxiliary model" architecture, the memory‑folding mechanism that compresses long‑context reasoning, and the ToolPO reinforcement strategy that enables efficient tool discovery and usage.

AI AgentsToolPOlarge language models
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How DeepAgent Redefines AI Agents with Memory Folding and ToolPO