OpenAI Codex vs Claude Code: Hands-On Python Benchmark for Devs

We pointed Codex and Claude Code at the same Python codebase across refactoring, debugging, and agentic tasks. Here is what each tool shipped, where each one wins, and what the speed-vs-cost tradeoff actually looks like in practice.

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