When a model, tools and people produce a result together, how much can the system repeat?The breakthrough belongs to a system.OpenAI released 719 mathematical manuscripts from roughly 4,000 posed problems, with exceptions and human edits noted in the catalogue. Before a result counts as autonomous capability, ask what the specified system can repeat.Stefan Nilles · 15 October 2026Read ↗
Who shapes the choices before the scientist decides?AI can steer a lab before it can run one.Claude narrowed 3,500 candidate systems to 20 reports. The human gets the final decision. The AI has already shaped the options.Stefan Nilles · 8 October 2026Read ↗
Can safety learning keep up with model development?The next AI arrives before the postmortem.OpenAI stopped GPT-6.1 Astra's release. The harder deadline comes when an agent's work starts shaping its successor.Stefan Nilles · 1 October 2026Read ↗