Astrophysicist Chi-kwan Chan employs Codex to write the complex code required for simulating black holes. This automation accelerates the study of extreme physics and tests of general relativity. The workflow demonstrates how LLMs reduce the technical overhead of scientific programming. Researchers can now iterate on physical models without manual coding bottlenecks.