Why Your AI Research Workflow Is Creating Technical Debt: A Guide to Avoiding Shallow Engineering

It usually starts with a minor architectural decision. You need to implement a PDF parsing pipeline, perhaps involving LayoutLMv3 for equation detection. You query your standard AI chat interface, get a confident code snippet and a summary of the lib...