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WebAnything

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RESEARCH · 1 SOURCE · arXiv cs.AI

WebAnything: automated framework that reconstructs source-grounded, reusable web environments for agent training

WebAnything is a fully automated framework that reconstructs source-grounded, reusable web environments from real URLs without per-site manual engineering or post-setup repair. The authors build 244 website artifacts across 14 domains (53 categories), support 12,984 executed and accepted tasks, report wins over human-assisted WebHarbor on three fidelity metrics (12 wins, 2 ties, 0 losses in a blind audit), and show that fine-tuning Qwen3.5-9B on 5,856 collected interaction trajectories improves several benchmark success rates (e.g., REAL +9.9 pp, WebArena-Verified +13.33 pp); code is published on GitHub.

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