{"type": "article", "title": "VideoLoop: Looped Working Memory Against Semantic Thrashing in Long-Form Video Agents", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/videoloop-looped-working-memory-against-semantic-thrashing-in-long-form-video", "original_source": "https://aiflash.com/news/129013/", "published": "2026-09-30T03:30:08+00:00", "accessed": "2026-09-30", "id": "videoloop-looped-working-memory-against-semantic-thrashing-in-long-form-video"}