FUD and How to Make decisions in the AI Era

Saturday June 6th 2026 by SocraticDev

"The policy of being too cautious is the greatest risk of all"

Jawaharlal Nehru, India's first Prime Minister

FUD is a useful acronym used to describe a complex situation where rational decision making is in dire straits. A few first-movers will often grab the opportunity of such situations by taking risks of making up their mind and acting on it despite the uncertainty. While the majority will hold on and take their time making a decision; usually living the situation with anxiety and a lack of ownership over their decision making process.

The letter F stands for fear which is an unpleasant and often strong emotion caused by the anticipation or awareness of danger.

The letter U stands for uncertainty which is a state of a mind about not knowing something beyond doubt.

The letter D stands for doubt which is a cognitive state that ranges from actively distrusting something or lacking confidence in something. To make this characterisation actionable we should label doubt as an interference to decision making.

Long story short, FUD is a complex situation that manifests as an unpleasant emotion - fear - mixed with cognitive states and activities - uncertainty, doubt.

Unless you are experiencing a distress that could cause you harm, this state of thing should be considered as a wake up call. You are at a crossroad and either you stop and think rationally about the situation in order to make the most out of it, you delegate the thinking to others and conform to what an authority figure or the mass decides, or you refuse to engage and do nothing.

Doing nothing is rare, risky, and powerful. Refusing to make a decision until uncertainty has vanished is rarely a sound strategy. The world is complex, our mental capacity limited, and most definitely time being a scarce resource, those who thrive are the ones most at ease with ambiguity and uncertainty.

The second worse decision is to follow the crowd. Delegate our decision making and rational powers to the mass or to a figure of authority. Related by Robert Cialdini, an expert in the psychology of persuasion, 95% of people are imitators. Most of their decision making is justified by social proof. Imitators assume their actions are correct based on the evidence that others are doing it too. Despite the occasional slip up, this strategy allows most of humanity to get on with life with a good probability of making good decisions rather than bad ones.

The initiators, the 5% left, are the most interesting ones. By initiators I mean the small group of innovators and early adopters who are comfortable with uncertainty, willing to experiment, and take ownership of their own decisions. What distinguishes them from the mass is an intimate sense of ownership over their decisions. It doesn't mean that they are systematically wealthier or the most successful people. It just means that for the initiators, the fact that many people do something is not a valid justification for a decision to be made.

First and foremost, they are at ease with uncertainty and ambiguity. Most successful tech entrepreneurs, especially venture capitalists, are initiators because they have built in their business models the notion of uncertainty.

Modern Game Theory Economics caters to the initiators. Game Theory is a mathematical way to formalize decision making in a context of collaboration with other actors. Being a rational actor in Game Theory means being consistent over time in making decisions that maximize the expected utility. Making rational decisions is related to maximizing the outcomes not doing what others around us are doing.

Von Neumann-Morgenstern (vNM) utility functions are used to characterize various real life decision making processes that are called lotteries. More or less shrewd in uncertainty, the utility theory helps shape the decision making process by quantifiying expected utility by taking risk and uncertainty in consideration. For example, a lottery where you have a 99% chance of winning 10$ can be rationally preferred to another lottery where you have 1% chance of winning 1,000$. When you consider risk aversion, you can explain away that most people prefers a less valuable lottery.

Lottery A: 99% × $10 = $9.90 expected value

Lottery B: 1% × $1,000 = $10.00 expected value

Imitators are fundamentally risk averse. They will pick lottery A. While initiators, usually risk takers, are most likely to take a step back and pick lottery B since it is most valuable.

Nobody gets fired for buying IBM

Historically, Fear, Doubt, and Uncertainty have always been at work in human psychology. We have some baked-in default settings such as loss aversion, aversion toward ambiguity, and a bias favorable to status quo.

Computer scientist Gene Amdahl used the term FUD in the mid 1970s to illustrate IBM's sales tactics. IBM sales people would never directly scare off IT equipment purchasers but they would use clever insinuations to prevent decision makers from steering away from purchasing equipment and services from IBM. "What if you lose your division's data while migrating to a competitor's system?"

taming fear, uncertainty, and doubt

In 2026, AI adoption in all spheres of society via the form of LLM-based chatbots and agents is a potent source of FUD. There are valid reasons to fear AI, the situation is truly uncertain, and doubting the critics as well as its proponents is a smart move.

At first.

Like all life challenge and historic shifts, stubbornly refraining from making a decision could be a life sentence.

The easy option is to be an imitator, wait a bit, and follow the crowd. It's most likely the safest option: you lose the least, but it's almost certain you will not win.

Yet again, the 5% initiators are already set in their ways. A lot of the original risks have been mitigated. While there are still valid reasons to be doubtful and fearful, new business opportunities are ripe for the taking.

How will you tackle the fog of uncertainty and navigate the waters around the AI storm?

  1. Pause and describe yourself in this uncertain situation. List explicitly your values and your preferences
  2. From what you know, put on your soothsayer's hat and predict a few plausible outcomes based on the decision you will take
  3. Based on your preferences and your risk tolerance, estimate the expected utility of each decision
  4. Set an informal deadline for making a decision. This will motivate you to take action.

links

https://www.reddit.com/r/LocalLLaMA/comments/1tp92dn/why_are_the_ai_companies_spreading_fud_about_ai/