{"type": "article", "title": "Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/co-evolution-in-agentic-systems-toward-self-directed-evolution-beyond-human", "original_source": "https://arxiv.org/abs/2608.10299", "published": "2026-08-12T04:00:00+00:00", "accessed": "2026-08-12", "id": "co-evolution-in-agentic-systems-toward-self-directed-evolution-beyond-human"}