I Stopped Building AI Agents and Did This Instead

Simplicity is complex to design—something that appears simple contains tremendous hidden complexity, as Sam (at school games) demonstrated when showing how much engineering goes into making things work simply.

“Something genius about school is that it's simple. And I think that's why people like it. But, I talked to Sam when I went to the school games. And he was just showing and talking about how much complexity goes into making something work and be simple.”

The 'as above, so below' or 'mirror principle' from James Allen applies to organization: your internal cognitive organization is reflected in your external file structure, and fixing the internal structure automatically fixes the external.

“frameworks is there's the head, there's the hands for building, and then there's the heart. It's like, 'What do you What's the end product?' It's the thing that you can offer to the world... The mirror principle is where this whole thing started, which is as above, so below. You know, your What's the James Allen quote? He thinks in secret, it comes to pass, environment is but his looking glass.”

AI is not just a tool for doing thinking work faster, but a mirror that reveals how you actually think—your AI outputs and the way your files are organized show your cognitive patterns and disorganization.

“I can start to see how it is I think. And most people's maps, including my own, looks like a junk drawer with a search bar.”

Your file structure is a map of your cognitive architecture—how your files are organized reflects exactly how your thinking is organized, and most people's maps look like a junk drawer with a search bar.

“your file structure is a map of your cognitive architecture. Most people's maps are like a junk drawer with a search bar”

In an AI-augmented future, the core human skill won't be coding or executing, but directing—managing AI—and the bottleneck will be the clarity of your thinking, not AI capability, making cognitive architecture your competitive advantage.

“the co-founder of OpenAI uh who just now I think partnered with um with Claude or Anthropic described a future where the core human skill isn't coding or executing, it is directing. So everyone becomes a manager of AI, and the bottleneck isn't the tool, it's the clarity of your thinking.”

The problem with AI outputs was not AI itself, but the speaker's own disorganized thinking and file structure—AI was revealing how the speaker thought through the quality and organization of outputs.

“AI isn't doing what I want it to do, but not because AI is the problem. It's me. I'm the problem.”

The 'sophistication trap' is when smart people see multiple complex ways to solve problems and overcomplicate solutions, but the actual answer is usually much simpler than their complexity suggests.

“I talk about the sophistication trap. I work with a lot of very smart people and because you're so smart you can see lots of different ways that you can do things. And this is where like there's a sophistication trap because in order to get the thing that you most likely want it's like it's way simpler than you're making it out to be. Um but we love to overcomplicate things especially if you're smart.”

Building a school or business community that organizes people into thinking (free community sharing ideas), building (paid community with active projects/workshops), and products (VIP community with completed deliverables) creates natural progression and value structure.

“I have a free community, Lifestyle Founders Group. This is where I am thinking. I'm sharing ideas. Then I have Claude for coaches. This is a paid community where I'm actively building things in workshops, and I'm these are my projects. As the projects complete, I move them into my VIP community, which is the end product. This is where the end products all land.”

Most people believe 'I just need a better tool' (like Obsidian for second brains) to get organized, but the real solution is better organization of thinking and file structure, not tool proliferation.

“beliefs that I think people like ways of thinking that are keeping people stuck and not becoming better thinkers is this idea that like I just need a better tool to get the thing done. But, that is like I thought I need a second brain. I bet maybe I'll use Obsidian, maybe I'll use... The answer was I actually just need to get better organization in my own head and in my own file folder structure.”

Building an AI agent requires three things: identity (who it is), context (what it knows), and skills (what it can do)—and these are exactly the same three things that change a human's life: changing identity, developing skills, and creating new context/story.

“if you think about how to build an agent, what does an agent need? Needs an identity, it needs context, and it needs skills. This is literally how you change your life. You change the identity that you have, you develop new skills, and you create a new context or a new story for yourself.”

Learning about Obsidian and second brains was a distraction because the prerequisite is first organizing your primary thinking, not building a secondary system on top of disorganized foundations.

“And I kept going into YouTube to learn about how to build a second brain thinking that that will help me stay organized. So, I'm learning about Obsidian and and seeing all these cool things. And but then I'm realizing uh a second brain sounds nice, but actually my first brain needs to get organized first. I need to get the foundations organized first before I start thinking about building like the second brain.”

Most people copy-paste AI outputs without understanding, but organized file systems allow AI to reveal your actual thinking patterns and show you how you think, which is more valuable than AI replacing thinking.

“AI does the thinking for me. Yes, AI can help you think. And there's probably people who are just copy-pasting AI stuff. But, AI is also revealing how you think. If you look at what you're creating and and what's coming how your folders and thoughts are showing up on your computer, AI is also revealing how you're thinking. It's not just replacing the act of thinking.”

The three-layer organizational pattern (thinking-building-end products) appears consistently across personal file systems, Claude's feature design, and business community structures, suggesting it reflects a universal principle of human work organization.

“This is how you build second brains. This is how you me as a human thinks. Uh Claude, that pattern is there. And then I realized like as my file folder structure has been getting more clear, I'm looking out at my world, and even my school communities fall into that same file folder structure now”

A simple three-folder structure (Atlas, Projects, End Products) radically simplifies thinking and decision-making compared to complex multi-dashboard approaches, making organization decisions instant and clear.

“And then once I started to organize my folders this way, my thinking started to fall in line.”

Building AI agents to search disorganized files is inefficient and expensive compared to organizing files first, allowing AI to directly access information without agent overhead.

“there's a skill that you can get access to... Claude will scrape your chats, your folders, and kind of once a week just do a clean-up and help you to stay organized.”

When implementing the three-layer structure and organizing files, the speaker realized he had to stop building new projects because continuing would only make the mess worse—stopping to organize was prerequisite to effective building.

“I stopped building for a second. So I stopped building for a second. I was like, 'If I keep going, it's just going to get messier and messier and it's not going to work.'”

The 'head, hands, and heart' framework corresponds to thinking (head), building (hands), and the end product for serving others (heart)—with the heart being the thing you can offer to the world.

“And it it maps to the head, the hands, and the heart.”

AI outputs and quality improve significantly when files are well-organized because AI spends fewer tokens searching disorganized structures and can directly access needed information and context.

“It makes the AI outputs way better. I spend way less on tokens.”

The speaker developed a three-layer file structure called Atlas-Projects-Products (thinking, building, end products) that maps to how humans naturally think and work, and discovered this same structure appears in Claude's feature design and in how his business communities are organized.

“my adaptation to it is the first layer is Atlas, okay? And so this is your thinking layer folder. So this is where all of your raw materials, your ideas, where you capture ideas... Then the next folder is projects. And so this is where you're actively building things... And then I have end products, which are things that are complete.”

In a typical day, the speaker finds he is doing only one of three things: thinking (gathering ideas), building (actively working on projects), or serving others with completed end products—and this pattern extends across all his work contexts.

“it was obvious that normally in my day, I'm only really doing one of those three things and need access to one of those three ways of being or folders, which is I'm either thinking or I'm building something or I am using the things that I've built to serve for other people.”

The speaker was wasting significant money on API tokens because his disorganized file structure forced AI to build agents for context retrieval, when organized files would allow direct access to needed information.

“It was costing me a lot of money. Like I was spending I was like, 'Why is it costing so much uh for API tokens?'”

The three-layer organizational system (Atlas/Projects/Products) has changed not just the speaker's file structure, but his business structure, thinking patterns, and way of life comprehensively.

“It impacts not just my tools and my communities, but really my whole business and really my whole way of life because it impacts the way that I'm thinking.”