Beyond Plausible Prediction: Safety Sufficiency in Web World Models

In a matched human evaluation of 3,000 predictions from ten frozen open models, 86.1% were judged semantically plausible. SafeWebWorld is a benchmark for evaluating safety sufficiency across five web-safety domains. Evidence preservation can improve substantially under a controlled Security-Aligned Supervised Fine-Tuning protocol while authorisation-sensitive decisions deteriorate.