Last week OpenAI published research with economists from Columbia, Wharton, and Duke. On the surface it was about adoption numbers for one of their agent tools. Underneath, it was the clearest signal I have seen about what happens to people like you over the next eighteen months.

Here is the part that attracted my attention.

Inside OpenAI, their legal team now produces thirteen times more output than it did in November. Their researchers, more than fifty times. The agent has become the primary tool not just for engineers, but for legal, finance, and recruiting. The non-technical departments. The ones full of people whose value is judgment and experience, the same currency you have spent twenty years building.

And the number that matters most: a quarter of all the requests these people make are for tasks that would take a skilled human more than an hour. Some take more than a day. One prompt, one delegation, work that used to fill an afternoon.

Do you feel the tension?

Most accomplished professionals are still using AI as a chatbot. You open it, you ask a question, you get an answer, you copy the useful part. It feels helpful. It also keeps you exactly where you are, because you are still doing all the work. The AI is just a faster reference book.

What OpenAI's own people stopped doing was asking for advice. They started delegating outcomes. That is the entire shift, and it is a different relationship with your own time than a tooling upgrade.

The reason this is a career story and not a tech story is simple. For the last two decades, the thing that capped your income was the same thing that defined your seniority: there is only one of you. Your expertise lives in your head, and it can only be in one meeting at a time. That ceiling is why brilliant people stay employed. Building anything of their own would mean doing the work of a whole team alone, and there are not enough hours.

AI agents remove that constraint. Not by replacing your judgment, which is the part that took twenty years to build and cannot be downloaded. By taking the eight hours of execution that used to sit underneath every hour of your thinking, and compressing it.

This is the quiet reason a single experienced person can now run a practice that used to require a firm. The expert brings the twenty years. The agents do the drafting, the research, the first version of the proposal, the outreach, the follow-up. The work that used to demand associates and analysts now runs under the hood.

I have watched this happen in real time with people I work with. Someone who left a senior corporate role builds their positioning, drafts their signature offer, and produces a client proposal in a single working session, because the agents handle the volume and they handle the decisions. Six months ago that was three weeks of work and a freelancer's invoice.

So here is what I would actually do with this, if I were you.

Stop measuring your AI use by how good the answers are. Measure it by how much work you stopped doing yourself. If you are still typing questions and reading replies, you are using the 2024 version of this technology while the world moves to the 2026 one.

Pick one task you do every week that takes more than an hour. A report, a piece of analysis, a round of client communication. Then ask a sharper question than “can AI help me write this.” Ask “could I hand the whole thing over and just review the result.” That single reframe is the gap between staying relevant and being one of the people OpenAI's data is quietly describing.

You have the expertise. That was always the hard part, and you already did it. What is changing is that, for the first time, you no longer need a company around you to put it to work at scale.

Salama

PS: If you are planning your move out of corporate in the next 3 to 6 months, the question is no longer whether AI changes your work. It is whether you build the practice that runs on it before your peers do. I set aside a handful of 15-minute strategy sessions each week to map that first move with people who are serious about it. Apply here.