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Author

Tianqing Fang

Tencent AI Lab

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Jul 2026

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment

DeepSearch-Evolve is presented, a self-distillation framework for web agents built on DeepSearch-World, a deterministic and verifiable environment with reproducible search and page-reading tools that enables scalable self-evolution for long-horizon web agents.

Xinyu Geng, Xuanhua He, Si-Xiang Chen et al. · 1 citation

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