Koshy John’s recent post argues that AI should lift engineers, not replace them. He distinguishes two camps: those who use AI to trim drudgery and sharpen problem‑framing, and those who outsource reasoning, presenting machine output as their own.

John stresses that true value lies in judgment—identifying hidden constraints, shaping trade‑offs, and creating clarity. Engineers who delegate boilerplate while mastering the hard questions become more effective.

Early‑career developers risk skipping the friction that builds debugging instinct and system intuition if they rely on AI for every answer. Skipping this learning loop can leave them ill‑prepared for complex, real‑world problems.

The takeaway? AI is a tool that, when used to accelerate research and compress routine work, amplifies engineers’ strategic thinking. Those who learn to delegate without surrendering ownership will outpace those who treat AI as a shortcut.