Where will the humans go?
The advent of AI has white-collar humans running scared, wondering if their technocratic skill-set will be automated by an AI botâand by when. Itâs true that AI is already replacing humans in many capacities, the most obvious being customer-service roles for tasks and queries. Yet history shows that technological revolutions have never displaced humans completely: instead, they have shoved them up the complexity curve to more demanding roles. This doesnât mean that AI wonât wreak havoc. Countless human functions will disappear to be replaced by algorithms and generative models. But again, if history is any guide, humans are always needed to supervise the new technology and lend it that essentially human quality known as judgmentâalso known as wisdom.
Itâs hard to define judgment. Itâs even harder to package it in an algorithm. There is something about judgment that relies on knowledge of mistakes, both your own and someone elseâs. Itâs what the late Charlie Munger would have called âgood old-fashioned intelligence.â It may seem easy to believe that the role of judgment, too, will be usurped by some mainframe somewhere, but the collective qualities that we refer to when we refer to judgement may prove hard to replicate in the machine world. (In the investment universe, all it takes to understand this is reading When Genius Failed, Roger Lowensteinâs compelling chronicle on the demise of long-term Capital Management, an early-quant hedge fund that couldâve used an ounce of wisdom along with its extensive computer models.)
Demonstrating how quickly AI is pushing humans up the knowledge curve, you can see that the advent of a profession called âprompt engineeringâ has already nearly engineered its own obsolescence. Prompt engineers, who came about recently to engage in the laborious task of refining queries in such a way that they could easily be understood by AI products such as ChatGPT, are already becoming less necessary as the machine learns both sides of the equation. First the machine had all the answers and none of the questions…then the machine learned simple questions to generate proper answers. As a recent article in the Harvard Business Review explained, once AI learns to ask the right questions, the knowledge curve must shift againâand it already has. Itâs now tilting toward âproblem formulation,â the ability for humans to frame problems in such a way that they can be understood by generative AI. This is much more than knowing how to ask a question. Itâs more akin to understanding the challenges that AI can be harnessed to solve. The HBS Review article suggests that this will be a more enduring niche for humans to fill. But who knows? If machines can learn to ask questions, they can surely eventually learn to ascertain problems.
Again, what will really delineate the utility of humans will be roles where judgement and wisdom canât be substituted for a binary code. The day that they are, all humans will truly be obsolete. But to the extent that humans retain control of sophisticated, wise, and problem-solving robots, it means weâll never have to work again. Labor will become an anachronism. Itâs impossible to say what this brave new world will look like, but I do believe humans will always have a role in it. And if we donât, itâs probably because we donât deserve to. We will likely have used our all-too-human qualities to self-destructâor become indentured to the machines.
In the meantime, while we all try to foresee a distant future, companies will continue to lower costs by excising layers of bureaucracy and middle management that can be best outsourced to a robot. As I wrote in July 2023, humans are likely to remain a part of the process indefinitely; meanwhile, investors shouldnât just focus on the (often overpriced) companies that are the direct purveyors of AI. They should instead focus on the other 99% of stocks that will leverage AI to become leaner and more profitable. A wiser investor, just like a wiser company, will employ its non-AI wisdom and judgement to apprehend that all businesses will benefit from this new period.