Lessons from building an AI-native app: speed vs. trust

An engineering veteran built a procurement tool solo in four months using AI, learning that code generation is easy but understanding the output is hard. He found Claude more reliable than Gemini for fixing unit tests, and advocates multi-model validation. The key insight: treat AI like a fast, literal engineer you must manage, not a faster keyboard.