LLM code assistants in the hands of a skilled developer are a productivity multiplier. In the hands of a novice, they bloom technical debt like cancer. Expect rapid cost cutting, followed in about a year or two my panicked recruiting of expensive contractors to fix the unmaintainable mess, making the whole endeavor a loss (which looked good enough on the books for enough time to earn raises and bonuses for managers).