comprehension-check

You can ensure comprehension before committing AI generated code by using a structured walkthrough that requires a plain-language explanation of the 'what', 'why', 'context', and 'hazards' for each code modification. This enforces true developer understanding.

Cognitive debt in a developer workflow is the accumulated lack of understanding of code changes over time. You prevent it by enforcing a mandatory, plain-language comprehension check of all code modifications before they are committed.

Verify developer comprehension during a multi-file code review by requiring a structured, plain-language walkthrough of all alterations. This validates the developer can articulate the context and potential hazards of each modification.

Yes, a comprehension check is applicable to any substantial feature implementation, multi-file modification, or architectural change. It ensures developers articulate the risks and context of complex refactors before merging.

The best way to identify hazards introduced by code modifications is to prompt developers to explicitly consider potential failure modes as part of a structured comprehension check before the code is committed.

You should require a comprehension check in your developer workflow after an AI generates a complex multi-file refactor or before merging any substantial architectural change to ensure the developer can articulate exactly what changed and why.