For practitioners, the rise of agentic tools changes the unit of productive work from short chat interactions to delegated, long-horizon tasks, altering automation design and evaluation. Editorial analysis: Agentic workflows raise engineering priorities around stateful orchestration, tool integration, and observability. Reported facts: An OpenAI Economic Research paper and its arXiv posting document rapid internal and external adoption of Codex, including that Codex accounted for 99.8% of weekly output tokens at OpenAI and that the average OpenAI worker generated more than 85% of their output tokens with it (OpenAI, June 25, 2026). The paper and coverage also report non-developer adoption increases of 137x among individual users since August 2025 and large increases in requests estimated to require multi-hour human effort (arXiv; OpenAI). Independent coverage notes the dataset and headline metrics are reported by OpenAI itself (The Next Web).
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