Articles

What AI can do. How we can tell. And what follows.

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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 · Read

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 · Read