Hedging that AI is a pyrrhic victory

I have heard a few discussions lately about whether AI will turn out to be humanity's biggest Pyrrhic victory. A Pyrrhic victory, for those unfamiliar, is a win that costs so much it is effectively a defeat. You achieved the objective — but at what price?

This framing is genuinely interesting from a policy and strategic standpoint. For governments and institutions deciding how to develop and deploy these tools, the question matters enormously. But for the average person, debating whether AI is ultimately a net loss is not particularly useful. You are not setting AI policy. What you can do is hedge.

I remain hopeful that AI will not be a Pyrrhic victory. I have written before about its genuine promise, and I believe it. But hope is not a strategy. The more useful posture — regardless of how things unfold — is to assume the worst might happen and prepare accordingly. Here is why: if AI does turn out to exact a high cost, you will be better positioned for it. And if it does not, the habits you built along the way will only make you stronger. There is no downside to hedging.

So what does hedging actually look like? I would offer two things that sound simple but are genuinely difficult to maintain: critical thinking and the ability to express yourself. These are not new ideas. Humans have been working on both forever. But they are exactly the capabilities that atrophy fastest when you offload them entirely to AI. If you stop reasoning through problems yourself, you get worse at it. If you stop writing or speaking in your own voice, you lose it. AI can support both of these skills — it can help you stress-test an argument, sharpen a draft, or explain a concept you are wrestling with — but the moment you hand full agency over to the tool, you are exposed. Hedging also means getting educated on what AI can and cannot do. Not deeply technical — but enough to know where the seams are. Where it hallucinates. It confidently gets things wrong. Where it is genuinely useful and where it flatters you into thinking the work is done when it is not.

Think of it as AI hygiene. Small, consistent habits that keep you sharp regardless of how the technology evolves. Worst case, you are prepared for the downsides. Best case, you are a more capable person who also happens to use powerful tools well. That is a trade worth making.

What would your version of AI hygiene look like?

Take care,

Emanuel