{ "HubID": "5640", "Date": "11/19/2025", "HubTags": [ "External Platform Posts", "Future Map", "" ], "Contacts": [ "contact1", "contact2" ], "Companies": "", "File": "", "Image": "", "Summary": "A new paper just demonstrated something many thought impossible: an AI system completing over one million reasoning steps with zero errors. The breakthrough (called MAKER) doesn’t rely on a smarter LLM—it uses massive task decomposition, tiny specialized micro-agents, and continuous error-correction at every step. This points to a new paradigm where we stop trying to make monolithic models perfect and instead build scalable, modular, organization-level AI systems that can reliably execute long, complex workflows. It’s a foundational shift toward AI that can operate at the scale of real enterprises and societies. https://www.arxiv.org/abs/2511.09030 ", "Notes": "" }