# Beyond Plausible Prediction: Safety Sufficiency in Web World Models

**Published:** November 2, 2026
**Author:** Zhifei Hu, Alexandra I. Cristea, Adel Bibi, Jialin Yu
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/beyond-plausible-prediction-safety-sufficiency-in-web-world-models

arXiv:2610.40798v1 Announce Type: new Abstract: Web world models increasingly predict the consequences of candidate actions before agents act, yet a plausible predicted future does not necessarily support the correct safety decision. In a matched human evaluation of 3,000…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.40798)

**Tags:** #arXiv

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