Ramez: OpenAI's Productivity Gain Per ECI Point Appears to Decline Over Time

ramez · x · 2026-11-09

Analyst Ramez shared an unpublished finding: in OpenAI's monthly research-acceleration data, the compounded productivity gain per estimated ECI point appears to drop over time. Charted rolling three-month windows show gains sliding from 8.2% to 5.7%, 1.7%, then 1.4% (coding-agent tokens only, ECI gain 17.53/year, R²≈0.83–0.88 across fits). He caveats the smooth-ECI-growth assumption and calls for longer, more precise empirical data from all labs; in the thread he concedes related criticisms are fair and says he's refining the model.

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