{"type": "article", "title": "Mara Chain: Rethinking Failure as a Stepping Stone for AI System Auto-Evolution", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/mara-chain-rethinking-failure-as-a-stepping-stone-for-ai-system-auto-evolution", "original_source": "https://arxiv.org/abs/2609.35855", "published": "2026-09-30T04:00:00+00:00", "accessed": "2026-09-30", "id": "mara-chain-rethinking-failure-as-a-stepping-stone-for-ai-system-auto-evolution"}