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Comprehension Debt: The Ticking Time Bomb of LLM-Generated Code

5 hours ago
  • #LLM
  • #Comprehension Debt
  • #Code Quality
  • Developers are reporting increased time to modify or fix code generated by Large Language Models (LLMs).
  • Understanding legacy code is similar, but LLMs are creating this problem at an unprecedented scale.
  • Quality-focused teams review and rework LLM-generated code, often negating time saved by using LLMs.
  • Some teams skip thorough review and testing, leading to unchecked code in repositories.
  • This practice creates 'comprehension debt'—extra time needed to understand code before modifying it.
  • LLMs may fail to fix certain issues, leading to 'doom loops' of repeated, unsuccessful attempts.
  • Manual code editing is inevitable in many cases, adding to the growing 'comprehension debt.'