Argues Anthropic's research speedup is a one-time gain that won't compound

tyler_m_john · x · 2026-11-09

The author pushes back on the compounding narrative behind Anthropic's internal AI-driven research speedup: the trendline suggests nothing magical internally—just models like Opus 5.7—and staff interviews indicate the AI isn't generating research directions but making ideas cheaper to implement, which new pretrains are now good at for the first time. But this won't compound: once implementation cost hits zero, ideas and compute remain untouched bottlenecks, making it a one-time speedup until models have real research taste.

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