Jimmy Donaldson, known worldwide as MrBeast, has organized his creative life around the measurable demands of internet platforms. As he has repeatedly explained, his objective is to give the algorithm exactly what it wants. He develops his videos around platform metrics, revises them in response to performance data, and removes whatever reduces their ability to spread. His success is not the product of artistic expression, it’s the systematic optimization for algorithmic selection.
This helps explain why MrBeast’s videos feel so culturally disposable. They’re designed to maximize distribution rather than to communicate ideas.
In 2012, Donaldson began posting on YouTube as MrBeast6000 at the age of thirteen. For the next five years, he searched for anything that could go viral. He says it was his only goal. He later described himself as “relentlessly, unhealthily obsessed with studying virality, studying the YouTube algorithm.” At seventeen, he recorded a message to his future self in which success or failure in his life came down to a number: “If I don’t have a million subscribers when you see this video, my entire life has been a failure.”
After high school, he said, he “did nothing but just hyperstudy what makes a good video, what makes a good thumbnail, what’s good pacing, how to go viral.”
The standard was already contained in the question: a good video, to Donaldson, is defined as one that spreads.
After five years of trying to go viral for the sake of going viral, it’s interesting to look back at his big breakthrough. He asked, “What’s something dumb I could do that would get a lot of attention?” His answer? Count to 100,000. Endurance videos, long one-takes, and supercuts already existed online. The point is not that he didn’t invent a format. The point is why he chose the act. His own explanation begins with the need for attention.
Reflecting on that first video, he said, “I just really wanted it. I had dropped out of college, I wasn’t really making much. I knew it would go viral.”
By nineteen, Donaldson was telling his team, “We’re going to be the biggest YouTube channel ever. I don’t care. I’ll die trying.”
After that, the chronology is beside the point. The goal never changed; it merely acquired money, staff, and a self-aggrandizing production system.
Now he describes views as evidence that he is giving people what they want, and he uses virality as a repeatable technique for producing “practically unlimited money.”
That objective reaches into every part of the product. He says more extreme claims are used to improve click-through. Prize amounts are evaluated according to how much additional click value they produce. Click-through rate, average view duration, and satisfaction surveys became his production inputs.
One director who worked at MrBeast Productions told TIME that platform incentives had led them to study retention graphs to make each new video more addictive. Working at MrBeast, he said, that work was done “on steroids.”
He even has people developing and testing a factory’s worth of title-and-thumbnail concepts before deciding which one to upload. The business tested open- and closed-mouth poster-image expressions, found that closed mouths produced slightly more watch time, and then changed its rulebook and best practices accordingly.
It’s not as if these are separate anecdotes from different stages of a career. They describe one continuous method, governed by the same question every time: Will this improve distribution? The machinery does not arrive afterward to promote the work, it determines what the work becomes.
The leaked MrBeast Production Manual spells it out. Two former producers confirmed that the document was used in the office and given to new employees, but to date, apparently no one from the current MrBeast production team, including his spokesperson, has confirmed or denied its existence. The manual tells employees that their goal is “not the highest quality videos.” It is to make “the best YOUTUBE videos possible.”
That distinction is central to this argument. It is exactly what Donaldson has been preaching all along. His objectives are not secret. He professes the method openly.
The manual names three trackable measures of virality: click-through rate, average view duration, and average view percentage. Those numbers show whether the packaging earned the click and whether the video kept the viewer. It calls click-through rate “what dictates what we do for videos.” The numbers then enter the work itself. The first minute receives special attention because that’s where the most viewers leave. Producers place new material at planned intervals. Endings stop abruptly so viewers do not depart before the video is over. Spending outside the frame is questioned because the audience cannot see it.
The manual also says that a video should excite Donaldson, feel authentic, and make the audience happy. It allows for a subjective “wow factor”, yet when it asks how to determine whether the content is good, the answer is, as you could have probably guessed by now, average view duration and percentage watched. Creativity is defined by tricks for saving money. New ideas are encouraged so long as measurements can certify them. It is a manual for deciding what the work will be in the first place based on the YouTube formula.
This helps explain what I knew in my heart before I learned about his intent: quality has no meaning to Donaldson. He equates quality with whatever the algorithm wants. He repeatedly advises that the word “algorithm” can simply be replaced with “audience.” He treats the two as the same.
You can see how absurd that is:
The audience placed the video on millions of personalized YouTube pages, measured how long each viewer stayed, and expanded its distribution when the numbers improved.
In reality, the audience supplies the behavior and the algorithm separately interprets that behavior to control distribution. Treating them as the same is soulless, as if the machinery between the viewer and the work is all that exists. Such a treatment of people is so dark.
Hello. I am not an algorithm.
People feel, experience, perceive, interpret, imagine, desire, hope, fear, love, grieve, trust, doubt, forgive, resent, empathize, laugh, suffer, wonder, form identities, build relationships, negotiate meaning, exercise judgment, accept uncertainty, revise beliefs, and choose what they value. People can hate-watch a video to the end or stop watching something they love. The algorithm sees none of this directly. It sees only the most minimal traces left by click through behavior and bots, and then converts that raw signal into further distribution.
This explains how MrBeast’s videos can perform so well while being devoid of quality. The system can measure whether people watched. It cannot determine whether what they watched was worthwhile.
Quality is an artistic, evaluative judgment, whereas click-through, retention, and completion are behavioral measurements. The first asks what a work is worth. Donaldson asks what an audience did. Within the MrBeast system, a premise for a video acquires value when it wins the click. A scene acquires value when it prevents departure. A comment, idea, prize, or edit survives only when the graph rewards it. Originality, beauty, coherence, insight, durability, and cultural consequence have no independent standing inside this procedure. They matter only when they can be translated into traces of audience behavior.
In MrBeast’s content, the algorithm and the audience become a single object: measurable behavior. The system can optimize every visible element of a video while remaining indifferent to whether the resulting work was worth making.
What does MrBeast stand for?
Ultimately, MrBeast’s pursuit and the purpose of his content are completely self-serving in the most literal sense: the object is to make MrBeast the biggest YouTuber. The audience enters that pursuit as a field of measurable behavior. People must be induced to click, remain, finish, and return. Their enjoyment matters only if it advances his position.
By contrast, Pixar, at its best, makes films intended to provide cultural value for people. Steve Jobs described his interest in supporting Pixar filmmaking as an opportunity to create stories that would speak to our “grandkids’ grandkids’ grandkids.” While Pixar repeatedly “wins” the commercial competition, its commercial success follows from the artistic quality of work meant for culture itself—a standard established before the audience response.
Jobs: “There’s lots of ways to be, as a person. And some people express their deep appreciation in different ways. But one of the ways that I believe people express their appreciation to the rest of humanity is to make something wonderful and put it out there.
And you never meet the people. You never shake their hands. You never hear their story or tell yours. But somehow, in the act of making something with a great deal of care and love, something’s transmitted there. And it’s a way of expressing to the rest of our species our deep appreciation.”
WALL-E offers a great example. Contrary to the known formula, Andrew Stanton created a long, nearly thirty-minute wordless opening, with a portrait of a solitary machine wandering through an abandoned world. The absence of dialogue, the slow accumulation of detail, and the refusal to explain everything would be obvious no-nos for a MrBeast production. Stanton preserved these qualities because they created the solitude, tenderness, and wonder the story required. “There’s something underestimated about wonder,” he later said. “It’s a hard thing to quantify, but to me that’s the ingredient.”
Like many films, WALL-E was tested too. It is not unhealthy to understand statistics and keep them in mind. But the film was made for audiences, not the algorithm, and its quality standard preceded the audience response. The audience was asked to meet the work where the artist had placed it. In MrBeast’s system, the anticipated audience response determines where the work will be placed.
Compare the cultural value of Toy Story, which cost twenty million dollars to make, with MrBeast’s SquidGames, which cost a hundred million dollars to make. Judged independently of their platform-performance metrics, MrBeast’s videos offer little beyond the machinery of attention. Their premises are thin, their stakes are inflated, their participants become functions of a game, and their editing allows no space for ambiguity, reflection, or discovery. Every moment must justify itself by preventing departure. The result is spectacle engineered for immediate consumption and rapid replacement. Its accomplishment lies in temporary fitness: Quality would require reasons to value the work after those advantages were taken away.
In my previous post about Incentivemaxxing, I described how platforms provide rewards for content creators who approach boundary lines. Creators who are looking to game the system adapt their content toward the point of maximum reward. YouTube has the same kind of curve but with a different boundary. On YouTube, the pressure is toward premises, packaging, and pacing that improve click-through and retention for advertisers.
MrBeast did not invent this orientation. YouTube had already institutionalized it.
In March 2011, YouTube acquired Next New Networks, a web-video company that had developed, packaged, and built audiences by standardizing preexisting creator content into a one-size-fits-all product. YouTube called the resulting program YouTube Next, a creator-development unit that trained producers on how to accommodate the algorithm, an effort YouTube described as a strategy to compete against other platforms in the marketplace.
Shortly after acquisition, the Next New Network group published the first *Creator Playbook*, described as a collection of “best practices and strategies” for building audiences on the platform.
Simply put, the Playbook converted distribution into production doctrine. Programming, openings, release schedules, and audience interaction became variables YouTubers were told to incorporate to compete. The platform was no longer just distributing videos; it began prescribing how videos should be made for its own system.
The first substantive lesson concerned the opening fifteen seconds. Creators were told to consult attention graphs, locate early drop-offs, experiment with different “hooks,” and keep changing the opening until abandonment fell. Another section advised calls to action because likes, favorites, and shares improve a video’s ranking in the algorithm.
In February 2012, the same month Donaldson started his channel, YouTube released the Playbook’s second edition. It expanded the framework with instructions for organizing videos around different audiences, programming channels for the homepage feed, and optimizing creative work for global viewers. It also treated Analytics as actionable intelligence: creators should assess performance, investigate trends, measure optimizations, and alter their content or strategy in response.
YouTube pushed this hard for years, so a MrBeast was bound to happen. MrBeast is merely the embodiment of the Playbook’s system in which popularity has replaced quality as the standard of judgment.
Now MrBeast says he can make almost anything go viral. The more interesting fact is what virality has made out of him. It has trained his eye, organized his time, shaped his company, selected his ideas, and given production decisions a number for the sake of making himself more popular. He uses YouTube to spread his videos, and YouTube uses him to reproduce the kinds of videos it rewards.
The formula is not applied to the content. The formula produces the content.
That is Incentivemaxxing to the max. It is also what it means to say that we do not simply use memes. Memes use us.
