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arXiv • Jun 25, 2026
Codex usage research shows agentic AI moving beyond developer-only work
Research on Codex usage reports rapid growth in agentic AI workflows across personal, organizational, and internal OpenAI populations.
• Agentic AI is expanding from coding into broader knowledge-work execution.
• Concurrent agents, skills, and long-running tasks need workspace design, not only model access.
• Adoption is uneven, so training and visible workflows matter.
Builder take
• Build AI workstations with task state, history, permissions, and review flows from day one.