In early 2026, the thesis proved itself faster than expected.
iOS app releases surged 60% year over year. GitHub Copilot was writing nearly half of all code for its users. The cost of building software collapsed toward zero. I wrote about this in Distribution Is the New Equity and argued that visibility, not code, was the new moat.
Then the vibe coding wave arrived. And it illustrated the thesis more clearly than anything I could have written.
I. The Mac Mini Moment
The Apple Mac Mini M4 became a cultural object in a way nobody predicted. Not for engineers. Not for designers. For people who discovered that with affordable hardware and an AI coding assistant, they could ship software for the first time in their lives.
Social media filled with the same format. A Mac Mini on a desk. A code editor with AI suggestions. A caption: “Built my first app in 4 hours.”
The energy was infectious. And it was genuinely meaningful. But something interesting happened alongside the celebration. Most of the products looked the same. A to-do app. A dashboard. A wrapper around an existing API. Functional. Technically sound. And difficult to distinguish from the thousands of similar products being shipped at the same time.
The bottleneck had moved. Building was solved. The new challenge was being found.
II. The Three Remaining Bottlenecks
The vibe coding narrative says that AI removed the technical bottleneck, and that is true. But the technical bottleneck was arguably the most straightforward one. Three harder bottlenecks remain.
Problem identification. Knowing what to build has always been harder than knowing how to build it. AI can generate code at remarkable speed. It cannot tell you which problems are worth solving.
Distribution. This is the core of the thesis. A product without distribution strategy exists in isolation. When thousands of new products enter the market every week, the cost of being discovered increases even as the cost of building decreases.
Sustained execution. Products are not built in a weekend. The launch is the beginning, not the end. Customer feedback, iteration, support, marketing, sales — the operational grind that separates a project from a business.
AI removed the easiest bottleneck. The three that remain — problem identification, distribution, and sustained execution — are the ones that always determined who wins.
III. Who Captures the Value
The most interesting beneficiaries of the vibe coding moment are not always the most visible ones.
A physician who uses AI to build a patient management system that addresses a workflow problem she has encountered for fifteen years. An accountant who automates a reporting process that his industry still handles manually. A supply chain manager who builds an internal tool that saves her team significant hours every week.
These people understand something fundamental: the value was never in the code. It was in the domain expertise that informed what to build and the distribution infrastructure that determined whether anyone would find it.
In a market where everyone can build, the differentiator is the builder. Their expertise, their credibility, their ability to be found. Entity authority is the new competitive moat.
IV. The Distribution Divergence
There is a divergence happening that I think is worth understanding.
On one side, businesses that invested in compounding visibility systems over the past twelve to eighteen months are seeing accelerating returns. Their content infrastructure is producing results consistently. Each month is easier than the last.
On the other side, new entrants — including many vibe-coded products — are starting from zero in a market where starting from zero requires more effort than ever. No domain authority. No content infrastructure. No trust signals. No compounding advantage.
The cost of creation is approaching zero. The cost of credibility is not. This divergence is the most important market signal of 2026.
V. Building for Distribution
The practical implication is straightforward. If you are building something, the most important question is not “how do I make it better?” It is “how do I make it findable?”
This means investing in the systems that compound. Topical authority. Entity signals. Technical infrastructure. It means thinking about visibility not as a marketing function, but as a core architectural decision.
VI. The Question Remains
The vibe coding wave has given more people the power to create than at any point in history. That is genuinely exciting. The tools are remarkable. The potential is real.
But the fundamental question from the original essay remains:
Can they find you?
Building is accessible to everyone now. Distribution is not. Credibility is not. Compounding visibility is not.
The bridge between building and being found is not made of code. It is made of authority.
