A new field report details how researchers use coding agents to modernize software for genomics and physics. OpenAI demonstrates that these tools automate tedious refactoring and accelerate discovery cycles. This shift reduces the technical debt slowing down academic labs. Practitioners can now deploy complex simulations faster by offloading boilerplate code to autonomous agents.