Critique of AI Engineering Productivity and GPT-6 Astra
September 11, 2026
The author argues that current AI engineering is entering a state of involution, where increasing effort yields diminishing returns per unit of output. While noting GPT-6 Astra is highly capable in computer use and image understanding, the piece questions the systemic value of these incremental competitive cycles.
HOW THIS AFFECTS YOU
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builderBe wary of focusing solely on incremental model capabilities that do not improve net user utility.
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founderYou should watch for signs of diminishing returns in model-driven competitive advantages.