{"type": "article", "title": "LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/llm-evolution-as-an-industry-scale-ecosystem-a-lifecycle-perspective-on-learning", "original_source": "https://arxiv.org/abs/2606.24901", "published": "2026-06-25T04:00:00+00:00", "accessed": "2026-06-25", "id": "llm-evolution-as-an-industry-scale-ecosystem-a-lifecycle-perspective-on-learning"}