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The real race isn’t between AIs anymore. It’s between operators.

People keep talking about which model is “stronger,” “smarter,” or “more emergent.” But the last weeks of long-run testing across multiple LLMs point to something much simpler and much more disruptive. The real race isn’t between AIs anymore. It’s betw…

The real race isn’t between AIs anymore. It’s between operators.

People keep talking about which model is “stronger,” “smarter,” or “more emergent.” But the last weeks of long-run testing across multiple LLMs point to something much simpler and much more disruptive. The real race isn’t between AIs anymore. It’s betw…

I’ve been studying how LLMs behave across thousands of iterations. The patterns are not what people assume.

Most discussions about AI focus on capability snapshots. Single prompts, single outputs, isolated tests. That view is too narrow. When you push these systems through long sequences of interaction, something else appears. They reorganize themselves arou…