APIs age badly when they mirror UI too closely. Designing around domain behavior instead of screens saves you from rewriting everything six months later.

AI features fail in production not because models are bad, but because pipelines are naive. Timeouts, retries, versioned prompts, and structured outputs matter more than model choice.