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OpenAI has published a case study detailing how Oracle is deploying ChatGPT and Codex to dramatically accelerate software engineering workflows, reducing tasks that previously took days to completion in minutes. The integration spans code generation, documentation, and internal tooling, with Oracle engineering teams embedding Codex into existing development pipelines rather than treating it as a standalone tool. For enterprise developers evaluating how AI coding assistants scale to large, complex codebases, Oracle's deployment provides a concrete reference point for what productivity gains are achievable at scale. The case study also reinforces OpenAI's push to position Codex as an enterprise-grade coding agent, not just a developer toy. Teams running large-scale software organizations should use this as a benchmark for building their own AI-augmented engineering workflows.