Knowledge work just got a public funeral by Anthropic
Don't learn AI, but build and play with AI to get outcomes
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Dear Friend, Subscriber, and Category Pirate,
Last week, a spider chart from Anthropicâs new labor market impact report made waves. It shows two things: the blue area is what AI can theoretically do across every job category. The red area is what people are actually using it for.
Look at the gap.
In business and finance, computer science, architecture, engineering, management, education, and legal, AI can theoretically handle the vast majority of tasks. But actual usage? A tiny red sliver in the center.
That gap is the entire Creator Capitalist thesis in one image.
Remember, you donât have to outrun the bear, just the slowest person?
You donât have to master AI at the blue level.
You just need to be ahead of the red.
Red is dead.
And the people moving toward the blue? We call them Creator Capitalists.
âLearning AIâ Leaves You in The Red
Learning AI is a legacy Knowledge Workerâs response.
It treats AI as one of many skills, books, or classes to add to your resume. The problem is that AI is happening in real time, and knowledge takes months or years to be codified in a class, book, or some other form of legacy expertise.
By the time you find an AI expert, that expertise has expired.
And you will be far behind.
When Category Pirates started its AI journey over a year ago, we were told by an expert that we had to:
Upload documents, quizzing, and correcting ChatGPT for 4-6 hours per day
Repeat 7 days a week for 6 months
This seemed really daunting and demoralizing to start!
It turns out the advice was wrong.
Was the expert getting great results? Yes. Was it because of the hundreds of hours of training? Not likely, given the memory limitations of LLMs at that time.
It was far more likely a correlation than a causation. OpenAI was shipping its most aggressive model improvement run in history at the same time.
September 2024: o1-preview launched with chain-of-thought reasoning roughly 8Ă better at complex tasks.
November 2024: Projects and persistent Memory launched, making the manual daily uploads redundant.
December 2024: o1 full release â 89th percentile on Codeforces, PhD-level accuracy on science benchmarks.
February 2025: GPT-4.5 cut hallucinations by 40% (61.8% â 37.1%) and improved factual accuracy by 4Ă over GPT-4o on standardized knowledge tests.
This meant that a beginner was just as well-positioned as an expert.
You are far better off building as a beginner than learning from an expert. That's the Creator Capitalist approach to AIâand it's one of the reasons we devoted two full chapters of the book to it.
âBuild with AIâ in the Near Blue
19-year-old Zach Yadegari had just been rejected by his dream colleges like Stanford, MIT, Harvard, Columbia, Princeton, Duke, and Cornell. Despite his 4.0 GPA and 34 ACT score.
And yet, he just sold Cal AI, his $30 million ARR photo-based calorie tracking app, to MyFitnessPal for $50 million.
Zach didn't build in the deep blue at the farthest reaches of the spider chart. He didn't try to solve problems AI can't touch yet. He built just outside the red, in the shallow blue, where the models were good enough, the category was proven, and the timing was right.
Cal AI wasn't science fiction. MyFitnessPal already had a photo calorie feature. What Zach did was execute it faster, with better models, to a younger audience that the incumbents had stopped paying attention to. That's why MyFitnessPal bought it. You don't acquire what you can't build. You acquire what someone else already built, scaled, and owns.
Zach is 19. He didn't have a pedigree, a network, or a decade of experience. He had a point of view and the tools to build on it. That's Creator Capitalism.
Creator Capitalists donât learn AI. They build with AI. They show up with judgment, perspective, and a problem worth solvingâand they use AI to scale what makes them different.
Play with AI in the Far Blue
One person with a point of view and AI can now produce what used to require an entire team. We watched it happen live on our podcast last week when Pirate Eddie uploaded 20 unstructured Creator Capitalist profiles into Claude and produced category scienceâdata visualizations, origin story analysis, career stage breakdownsâin one sitting. Work that would have taken a consulting team a full week.
Eddie didnât âuse AI.â
He was playing with it. Much like an orchestra conductor says, what if we played this much faster and quieter? Or an NBA coach tells Steph Curry he has a green light to shoot from half-court. Or an amazing chef decides, what if I made a savory cannoli?
Pirate Eddie asked Claude (his wife calls it Cleddie), please turn these words into magic numbers. And make it pretty.
He brought a hypothesis. AI brought processing power. Together, they created Intellectual Capital that neither could have produced alone.
If youâre an alumni of the Creator Capitalist course, you can check out the full report in the Mighty Network space.
Donât Wait for Permission
Some people arenât waiting for permission.
Mary JohnsonâCXO, Mischief Maker, and a Category Design Academy Studentâposted this last week:
âI know for a fact that the only reason I havenât started and exited multiple successful companies is because of my own mental model limitations based on all the crap I have told myself over the years. The person I needed to become who is capable of those multiple exits didnât exist until now. And she currently knows that NOW is the time for her to emerge and GSD.â
Mary didnât post about learning a new tool. She posted about becoming a different person. Thatâs the shift. The obstacle was never the market, the timing, or the technology. It was the story she was telling herself about what she was allowed to become.
She also said something that should make every professional reading this sit up:
âIf you arenât creating net new value by becoming a Creator Capitalist, you will be left behind over the next 24 months and be on the wrong side of the door to this party.â
Twenty-four months. Thatâs Maryâs timeline. Given what we just saw in those two viral postsâAI theoretically capable of most knowledge work, and a live demo of it replacing a dayâs work in four minutesâtwenty-four months might be generous.
Name what you see that others donât
Hereâs what weâve noticed working with hundreds of professionals over the last few years: the people who successfully made the Creator Capitalist shift didnât start with a business plan. They didnât start with a website. They didnât start with a side hustle.
They started with a conversation.
They sat downâwith a mentor, a thinking partner, a co-founder, or increasingly with AIâand they answered one question honestly:
What do I see that other people in my industry donât?
That question is the seed of everything. Your Superpower. Your Intellectual Capital. Your point of view. The problem you were born to solve. Every Creator Capitalist in our book traces their origin back to a moment where they named something nobody else was naming.
Thomas Parrott was a DTC executive who thought his niche was taking US companies to Europe. One jam session later, âContribution Margin Growth Architectâ crystallizedâand his sales cycle collapsed from 30 weeks to 30 minutes.
Danny Bauer was a school principal talking about leadership the right way for ten yearsâbut using the wrong words. One throwaway line in the Academy became âRuckus Makers,â and it acted like a tractor beam for the exact leaders he wanted to serve.
Melissa Andrews and her husband were building an agricultural connectivity company, but the market didnât know they existed. Then Tom, Melissaâs husband, coined âDigital Darknessâ on a planeâtwo words that captured an entire category. It worked in Australia, New Zealand, the UK, Canada, and the US.
The naming didnât create their superpower. It unlocked it. Clarity created confidence. Confidence created pricing power. Pricing power created freedom.
Once you have articulated what you see that others donât, start building with it in the near blue.
Then start playing with it in the far blue.
Build and Play with the Pirate Eddie Bot
The Pirate Eddie Bot is the only AI on the planet trained on the Creator Capitalist framework, the Four Creator Capitals, Category Design, and 200+ Category Pirates mini-books. ChatGPT doesnât know what a Superpower is in the context of category design. Claude doesnât know the difference between a Knowledge Worker and a Creator Capitalist. No generic AI can walk you through the specific frameworks in our bookâbecause those frameworks donât exist anywhere else.
The Pirate Eddie Bot does.
Tell it what you do. Tell it what youâve built inside your company. Let it show you what you own that you donât realize you ownâand what it could be worth if you codified it under your name. Let it push back. Let it ask you the questions your boss would never ask because the answers would make you too expensive to keep.
The bot wonât just help you see your Intellectual Capital. Itâll help you figure out how to package it, price it, and turn it into something that pays youâwhether you make the leap next month or next year.
đ Founding Subscribers can start jamming with the Pirate Eddie Bot here.
The book drops in six days. But the people who walk into March 17 having already audited their Intellectual Capitalâhaving already seen the number, felt the sting, and started mapping what itâs worthâtheyâre going to read the book like a blueprint, not a concept.
Start today. The bot is waiting. And it wonât judge your puke.
Creator Capitalist launches March 17.
Join the waitlist at creatorcapitalist.ai.
Youâll get the Introduction and Section 1 opener immediately, early ordering on March 16, and a launch-week bonus weâre announcing soon.
The Anthropic chart showed you the gap. The GPT-5.4 demo showed you the speed. Mary showed you the mindset. The Pirate Eddie Bot gives you the first step.
Six days.
Arrrrrrr,
Category Pirates đ´ââ ď¸
Eddie Yoon
Christopher Lochhead







Love this, thank you for sharing!
The Creator Capitalist idea is exactly what Iâm building towards.
Working for corporate companies and listening to the category pirates has made for an interesting several years. Luckily in the background Iâve been involved with communities like 1Million Cups which helps founders share their ideas and get started. From those experiences I realize that The Revenue Flywheel was needed.
Thank you for all you have shared and looking forward to seeing even more as the Creator Capitalist book comes into the world.