{"type": "article", "title": "OpenEvoShield: Dual Non-Stationary Continual Defense for Open-World Multi-Agent System Attacks", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/openevoshield-dual-non-stationary-continual-defense-for-open-world-multi-agent", "original_source": "https://arxiv.org/abs/2607.19351", "published": "2026-07-23T04:00:00+00:00", "accessed": "2026-07-23", "id": "openevoshield-dual-non-stationary-continual-defense-for-open-world-multi-agent"}