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Question is, how autonomous decision making works, nobody argues that llm can finish any sentence, but can it push a red button?

Of course it can push a red button. Trivially, with MCP.

Setting up a system to make decisions autonomous is technically easy. Ensuring that it makes the right decisions, though, is a far harder task.

So it can push _a_ red button, but not necessarily the _right_ red button