For decades, AI development followed a relatively straightforward structure. Humans defined problems, wrote code, trained models and evaluated outcomes. Every iteration depended on human effort, limiting progress to the pace at which teams could move through the cycle. Anthropic’s findings suggest that structure is beginning to change.When AI-generated code becomes part of the systems used to train, improve or deploy future models, the technology enters a feedback loop. AI is no longer simply being developed. It is helping shape the conditions that influence its own future development.Anthropic says output per engineer has increased roughly eightfold since 2024. Internal estimates suggest productivity gains of around four times across teams. These figures are significant not simply because they reflect greater efficiency, but because they create compounding effects. Do you think that AI will be ungovernable ?

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