Essays
Essays on education, AI, and human agency—examined from first principles, and everything else.
Quit Submitting Resumes. Make Your First Million in the Integration Layer.
Walk into companies and implement AI for their specific business needs.

Recently, Mark Cuban told his kids, and a lot of other people's kids, what to do in 2026. "Learn all you can about AI, but learn more on how to implement them in companies.". He pointed at the 33 million companies in this country. None of them have an AI budget. None have an AI e...more
My AI Stack as a Solo Founder: Copy This
Solo founders can now scale without hiring by using specialized AI agents.
I currently run six different products at various stages between legacy refactoring, live in production, and two launching in the next two weeks. I have no engineers, no marketing team, and no virtual assistants. And since January, I have not written a single line of code by hand...more
The $200,000 Permission Slip
A college degree today is a $200,000 permission slip.
Nine months ago I wrote The Proof of Work Protocol (Part 1). The shift I was predicting is no longer coming — it's here. Time for some actionables. In March 2005, Paul Graham wrote an essay called "Undergraduation." His advice to smart undergrads was simple and radical: stop worr...more
The Age of the Independent Builder
AI agents have finally made true independence possible without rare skills.
I spent years trying to fix education from the inside. I built tools, I talked to school superintendents, and I tried to find the "hero teachers" who could change things. But the education system has an immune on its own. Every time you introduce a new idea, the institution finds...more
Learning at the Speed of Building
Education's waiting room is obsolete; learning now happens at the speed of building.
For a century, education has been treated like a separate phase of life. We were told that we had to spend our first twenty years in a "waiting room," accumulating facts and skills just in case we might need them later. This is what I call Intellectual Debt. You borrow time from...more
Permissionless Leverage in the Age of Agents
AI agents have closed the gap between independence and gatekeepers.
In 2023, I realized that trying to fix education from the inside was a losing game. The system has an "immune system" that turns every new idea into a standardized checkbox. I decided the only way forward was to build a new path outside the system and I called this initiative goa...more
The Proof of Work Protocol (Part 1): Beyond the Degree
The degree has become an expensive receipt for a map of a world that no longer…
We are witnessing the largest destruction of human capital in history. The four year degree has become an expensive receipt for a map of a world that no longer exists. Most people still treat it like an asset. For a century, the degree served as the ultimate Signal. It was a way...more
The Agentic Deep Move: From Tutors to Co-Builders
AI shifts from tutor to co-builder, collapsing the gap between intent and execution.
By the spring of 2025, the energy at the AI Hub in Monterey had shifted. Every Wednesday night, our brainstorms moved away from the novelty of "chatting with data" toward the structural reality of agentic workflows. We stopped viewing AI as a conversationalist and started viewing...more
Unbundling the Product: The Schoolze Labs Pivot
Legacy bundled products cannot compete with AI-native systems built on modular primitives.
In November 2024, I started a community at Hellodesk called the Founders Club . It wasn't intended to be a grand movement; it was a simple gathering of local Monterey founders who met every Wednesday to talk shop. At first, the conversations were about the typical 2010s-era SaaS...more
The Incentive Gap: Why Building Beats Collecting
Real growth comes from solving problems you care about, not collecting information.
Most of what we call "education" is actually just a sophisticated form of hoarding. In the professional world, this usually manifests around the five-to-seven-year mark. You have collected the degree, the initial job titles, and a decent resume. But then, a plateau hits. To overc...more
The Eve of a New Journey: Permissionless Academy's First Cohort
Tomorrow, Permissionless Academy's first cohort launches with an unexpected mix of ages.

Today is May 14, and the air is thick with anticipation. Tomorrow, we kick off the first cohort of Permissionless Academy, and the excitement is palpable. When we first conceptualized this academy, the aim was straightforward: empower young adults aged 18-24 to achieve financial...more
Going Solo: Automating the Startup Operating System
A single founder can match a team's velocity by automating operations with AI.
The last several months have been a period of deep technical restructuring. Since moving away from the cohort model and operating without a core team at the end of 2023, I decided to go solo. My primary goal was to see if a single founder could maintain the velocity of a full tea...more
Why We Are Moving Beyond the Synchronized Cohorts
Cohort-based learning creates bottlenecks. We're building a continuous community instead.
Permissionless Academy is changing. After running two cohorts, we have decided to move away from the fixed-date, synchronized model. We are transitioning to a mixed community mode that combines a continuous learning environment with periodic live sessions. This is the natural evo...more
Expanding Your Luck Surface Area: The Game-Changer You Didn't Know You Needed!
Luck surface area is the intentional way you position yourself to capture opportunities.

Note: This essay covers the core concepts we discussed during the second week of our current Permissionless Academy cohort. We’ve all heard the saying, “Luck is what happens when preparation meets opportunity.” It sounds smart, but it’s missing a huge piece of the puzzle. We usua...more
The Genesis of Permissionless Academy: 21st Century Skills to Financial Independence
Make young adults financially free by age 21 through digital leverage and permissionless systems.

The realization that quietly rewired my understanding of education is now moving from the page to the pavement. Since founding Schoolze in 2016, I have watched the education system remain stuck in a time warp. We built the tools for the future—focused on 21st-century skills—but t...more
The New Beginning: From 21st-Century Skills to Permissionless Leverage
Financial independence is the foundation of personal freedom and true learning.

Today is the first day of 2023, and I am sitting with a realization that has quietly rewired my entire understanding of education, work, and leverage. I spent years trying to change education from within. I built tools, I designed programs, and I sought "Hero Teachers." But the s...more
The Forcing Function: Why Curriculum Isn't About Learning
Curriculum exists to standardize and manage bureaucracy, not to enable learning.
I spent years thinking curriculum was the problem. I believed that if we could just teach the right things in the right way, education would improve. But after seeing our 21CS skills platform collect digital dust while our fundraising tools thrived, I realized a deeper truth: cur...more
The Software Paradox: Why Amplification Isn’t Transformation
Technology amplifies systems; it cannot transform them without rewriting incentives.
Let’s hop in the time machine and rewind to March 2020. I was all set to pitch our groundbreaking product, "21st Century Skills in Schools," to a school district in Utah.. This was the culmination of everything I had written about previously. The 6 Core Tenets, the pursuit of fin...more
Why Real Change Can't Grow Inside Schools
Crisis forces systems to retreat, not reform—schools need environmental change.
Most people believe that big crises lead to big changes. We think that when a system is shocked, it will finally be forced to fix its long rooted problems. When the world stopped in early 2020, I was one of those believers. I thought the pandemic was the "great reset" for educati...more
Re-imagining the new school system for 21st century
Schools need cohort-based models and a new curriculum teaching fitness, stress management, communication, and relevant skills.

For the past several years, as we have been thinking a lot about 21t century skills and how a school should transition from academic focus to skill focus, a realization has dawned on me. Maybe the way we have been thinking about solving the problem isn’t all as easy as it looks....more
Transforming K12 by focusing on the Context
School success has been narrowly defined by standardized test scores for over a century.

If you hear someone say out loud “School Success,” what comes to your mind? Maybe a picture of a hustling and bustling school corridor where a bunch of students are walking around in neatly tucked school uniforms? Or a school lobby where an authoritative adult is walking with pri...more
Why Bottom-Up Education Reform Is Capped
Bottom-up education reform fails because systems prioritize consistency over excellence.
For the past several years, as we were building Schoolze and later 21CS, I believed in a specific kind of magic.. I believed that if we could just find enough "Hero Teachers," we could change education from the bottom up. I thought that if we gave the most innovative educators th...more
A new way for schools to foster 21st-century skills among kids
Schools must teach life skills, not just grades, to prepare kids for an uncertain future.

As we reach the middle of 2020, it is clear the world has changed forever. The pandemic has left a mark on how we live, how we work, and how we teach our children. For years, we told students that if they follow the rules and get good grades, they will be successful. But as we lo...more
Better Ed-Tech Tools Don’t Make Better Schools
Better tools alone won't transform schools without addressing their underlying institutional constraints.

Most people believe that if you give a school better tools, you get a better school. We often hope that a new app or a better curriculum will be the key to helping children learn more. But after building tools for hundreds of schools over the last three years, I have found a mism...more
When We Finally Understood UX Was the Product
UX isn't just functionality; it's the emotional moments that make people love your product.
I had a hard realization recently: for years, we've been screwing up the user experience without even realizing it. This hit me at a product event in the Bay Area. A notable product expert was talking about microinteractions, those tiny moments in a user's journey that make or br...more
K-12 School Success, 7 things we learned started Schoolze
What makes a school truly successful? It's not test scores.

Why am I writing this? Few months ago, I wrote about how a product demo to a group of international customers transformed Schoolze’s mission into a K-12 School Success Platform . Since then, I’ve been sleeping, eating, drinking, and dreaming about one question: What actually make...more
Promoting Inclusion: Empowering Classroom Engagement
Inclusive classroom communication removes barriers so all parents can engage.

Strong family school communication is one of the most important predictors of student success. Yet in many classrooms, well-intentioned messages never fully reach home, not because parents don’t care, but because the format or language creates invisible barriers. Over the years,...more
The demo that transformed Schoolze’s mission
A demo moment gave Schoolze its true mission: a school success platform.

A while back, I got invited to demo Schoolze to an international chain of preschools. One of those rare moments that, at the time, just feels exciting, but later you realize it quietly changed everything (even thought it didn't have a happy outcome back then). April 2016 The asso...more