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  1. An empirical framework for AI-driven AI development Recursive self-improvement has often been imagined as a dramatic threshold: an AI system becomes capable enough to improve itself, and each improvement makes the next one easier.

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  3. Instrumental Convergence Instrumental Convergence is described as a concept introduced by futurist Nick Bostrom in his analysis of AI alignment issues, referenced from his 2014 book Superintelligence: Paths, Dangers, Strategies (Oxford University Press).