AI is a multiplier, not a magic wand

My stance

AI will not replace engineers. It will make good engineers faster. But it won't turn a bad process into a good one, a weak team into a strong one, or a missing strategy into a present one. It's a multiplier — and multipliers amplify whatever is already there.

The industry loves putting a number on it — some percentage of your job that AI can "do for you." That framing confuses output with outcome. Yes, AI can generate code, draft emails, and summarize meetings faster than any human. That's output. But the outcome — the decision that shaped the architecture, the conversation that unblocked the team, the judgment call at 2am — that's still people. And it will be for a long time.

What I believe

• Invest in people, not tooling. Tools change every quarter. A strong team adapts to any of them.
• AI is a multiplier. It amplifies what's already there — good and bad.
• Output is not outcome. Faster code generation means nothing if you're building the wrong thing.
• Adoption should be measured, not assumed. If your team "has AI tools" but nobody's workflow actually changed, you have a checkbox, not a strategy.

What I push back on

• "AI will replace developers." It won't. It will replace developers who refuse to adapt — the same way every tool shift has.
• Percentage theatre. Reducing engineering to "X% automatable" mistakes keystrokes for craft. The hardest parts of the job — context, judgment, empathy — don't fit in a metric.
• Hype-driven adoption. Buying a tool is not a strategy. Rolling it out without measuring impact is just noise.