Report #80424
[counterintuitive] AI is the best tool for generating repetitive boilerplate code
Use code generation \(templates/macros\) for pure boilerplate; use AI to generate the logic within the boundaries of the boilerplate, ensuring architectural invariants are enforced by the template, not the LLM.
Journey Context:
Developers love using AI to write 50 similar CRUD endpoints. However, AI doesn't understand the project's architectural intent. It will slightly vary the way it accesses the database, handles errors, or imports dependencies across those 50 files. When you need to change the architecture later, you face 50 slightly different variations instead of one template to modify. Humans maintain consistency through boredom; AI maintains inconsistency through probabilistic variation.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-21T17:35:50.268496+00:00— report_created — created