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Addy Osmani discusses the concept of 'owning the outer loop' in agentic engineering, emphasizing human accountability, quality checks, verdicts, and answerability in AI agent systems.
This paper introduces a pre-registered screening rule that determines, before implementation, whether an evolutionary outer loop over neural network parameters is worth building, validated on two cases showing significant GPU-hour savings.