Why the OpenAI Hiring Surge Signals a Crisis of Professional Control

The management problem in AI is no longer whether the models are improving. They are. The management problem is whether the working surface is becoming more dependable or less.

That is why the recent OpenAI hiring story on its plan to nearly double its

We pay AI tools to do the hard work, like the synthesis, the heavy lifting, and the cognitive labor we do not have time for. What we often get instead is a tool that produces a decent first draft and then hands the real work back to us.

Not just the hard work. The administrative

We’ve spent the last couple of years treating generative AI like a vending machine. Select a task. Insert a prompt. Retrieve a product. And to be fair, in many legal and professional contexts that’s exactly the right frame: accuracy and precision matter and “creative” output in payroll or billing codes is usually just a polished