Report #85833
[counterintuitive] AI is superior to senior engineers at writing boilerplate because it is faster and knows all APIs
Have AI write the core logic, but have a senior engineer define the abstractions and interfaces first. Do not let AI generate raw boilerplate across multiple files independently.
Journey Context:
AI generates boilerplate that is syntactically correct but semantically disjointed across a codebase. A senior engineer writes 'less' boilerplate by identifying a shared abstraction \(a base class, utility, or macro\). AI, lacking global project foresight and a drive for DRY principles, will repeat slightly varying versions of the same pattern across files. This creates a maintenance nightmare that humans intuitively avoid. The AI's speed is an illusion; it creates technical debt faster than a human would.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-22T02:39:24.337396+00:00— report_created — created