Here's what we know: AI is already changing how knowledge work gets done. Tasks that took weeks now take days. Systems that handled short, isolated jobs are now running multi-hour workflows with minimal oversight. The productivity gains are real and measurable.

Here's what we don't know: almost everything else.

We're Operating in Fog

Long-term forecasting in technology has always been unreliable, and AI is no exception. The near future is partially visible — we can see the tools, the trends, the early adopters. But beyond a year or two, uncertainty increases sharply. We're making strategic decisions in low visibility, and anyone who claims to see the full picture is selling something.

This isn't a reason for paralysis. It's a reason for adaptability. The most valuable skill right now isn't predicting the future — it's being ready to respond when it arrives.

A Shift on the Scale of Steam and Agriculture

The closest historical parallels aren't the internet or mobile. They're the steam engine and the mechanization of agriculture. These weren't incremental improvements. They redefined entire labor markets, reshaped economic structures, and changed what it meant to work.

AI appears to follow the same pattern. Work performed behind a computer — especially routine cognitive tasks — is the most exposed. More complex responsibilities requiring judgment, accountability, and deep context remain less affected. For now. But that boundary is moving, and it's moving faster than most people expect.

What This Means for Entrepreneurs

If you're building a business today, you're building it in the middle of a transformation you can't fully see. That's uncomfortable, but it's also where the opportunity lies.

The organizations that will come out ahead aren't the ones with the best predictions. They're the ones with the shortest feedback loops: experimenting early, measuring honestly, and adjusting course without ego. Precision is overrated in a world this uncertain. Adaptability is the real edge.

The future with AI is unclear. Accept that, and you can start making better decisions today.