
The real AI advantage is knowing when AI is wrong
AI can generate code quickly, but the value of strong engineers is shifting toward validation, architecture and better decisions.

AI can generate code quickly, but the value of strong engineers is shifting toward validation, architecture and better decisions.

The market is harder, AI is everywhere and low-value development is under pressure. But strong engineers who understand systems and business context are becoming more important.

The strongest projects are not always built by the biggest teams. They are built by the right people joining at the right time.