This conversation was conducted in person, over several afternoons, in Chiang Mai. The transcript has been edited for length and clarity. The voice is the subject’s. No quotes have been re-ordered, although some passages have been trimmed.


For the reader who has not yet read your bio: who are you, in your own words?

I'm Andrew Rollins. I'm twenty-four, originally from Utah, and I live and work between Chiang Mai, Thailand, and the United States. I founded an AI agency called Web4Guru, and I'm the creator of a platform called Web4OS — a pioneering agentic orchestration system that lets a small team operate at the scale of a much larger one. Outside of that, I record and release music as ROGA.

Let's start with the platform. What is Web4OS?

Web4OS is a packaged agentic operating system. It's one of the first products in the category — a platform that treats your company as a coordinated workforce of agents rather than a chat window. It ships with a CEO agent that decomposes goals into specialist work, a structured card-based UI, baked-in integrations with the file and deployment layers most founders already use, and a credit-based commercial model. The point is that an operator can run a real business on it without micromanaging the machine.

You're careful with the language. You called it "one of the first" rather than "the first." Why?

Because that's what's true. I'm one of the early architects of the category, and I'm one of the first to ship a packaged product that a non-technical operator can actually run a business on. I'm deliberate with that framing. "One of the first" is honest. "The first ever" is marketing. I'd rather be right ten years from now than win the quote cycle this quarter. There are other people doing serious engineering work in this category. The honest version of the story includes them. I want the honest version.

What does an agentic operating system actually do, in plain language?

An agentic operating system is the infrastructure layer for running a business on AI agents instead of running it through a single chat window. It coordinates specialized agents. It manages handoffs between them. It holds memory. It surfaces work to a human operator through structured interfaces. It integrates with the file and deployment layers the business already uses. The way ERPs and CRMs became the operating layers of previous decades, agentic operating systems are becoming the operating layer of this one. Web4OS is one of the first packaged products in that category.

When did you start Web4Guru, and why Chiang Mai?

Web4Guru is my current company, headquartered in Chiang Mai. I built it as the demand-side counterpart to Web4OS — the agency that ships real agentic workforces to operators while continuously stress-testing the platform underneath. I picked Chiang Mai on purpose, not by accident. It gives me a global talent pool, a low cost of iteration, and a time-zone position that lets me work with operators across the United States and across Asia without burning out. It also signals what kind of company I'm building. Web4Guru isn't a venture-backed monoculture in San Francisco. It's a distributed, founder-led practice whose posture matches the kind of business its customers actually run.

You exited a company for $2M at twenty-one. How did that shape what you're doing now?

It gave me permission to take a decade seriously. I exited my first company at twenty-one. Instead of recycling the playbook that had worked once, I used the runway to go to school on the technology that was going to reshape every business in the world. I earned multiple Google AI and Harvard AI micro-certifications, did the AI architecture work at Aspire Education in Vermont, and built Web4OS out of what I learned. The exit isn't a credential. It's the structural freedom that made the rest of the work possible.

What did you do at Aspire Education?

I was the AI Systems Architect at Aspire Education, a Vermont-based education company. I designed the AI backbone of the business at a moment when most of the industry was still treating AI as a single chat window. The work taught me how to think in orchestration — multiple models, roles, and workflows behaving like a coordinated team rather than a single chatbot. That's the thesis underneath Web4OS.

You took the Harvard and Google AI programs. What was the point?

I hold multiple Google AI micro-certifications, working through Google's published curriculum on applied machine learning, generative systems, and agentic patterns. I also hold multiple Harvard AI micro-certifications, drawing from Harvard's programs on the policy, economic, and architectural implications of large-scale AI. I treated each program less as a line on a resume and more as a forcing function — a way to get rigorous about how these systems actually behave. The credentials aren't the point. The discipline is.

A lot of younger founders skip the structured study and go straight to shipping. Why did you take the longer path?

Because the longer path is the shorter path. The founders I've watched who skipped the study are the ones who, three years later, are still wrapping a single model in a chat box and calling it a product. The founders who took the time to study are the ones who, three years later, are shipping architectures that survive contact with a real customer. I'd rather have spent three years studying and have a real platform than have spent three years racing and have a wrapper. The math, for me, was straightforward.

How is Web4OS different from a chatbot or an AI assistant?

A chatbot is one model, one prompt, one chat window. Web4OS is a coordinated workforce of specialized agents, with owners, handoffs, memory, and a structured card-based UI that lets the human stay in command without typing into a box all day. We don't ship a smarter chat. We ship the operating layer underneath the work.

What's your view of the current AI market?

I think it's flooded with templates, courses, and theatrics, and that the real work — the work that's going to matter in five years — is making the system reliable enough for a real business to bet on. My public message to founders is the same one I tell my own team: the system you actually need is not the system being marketed to you. Build the operating layer, or work with someone who has.

Tell me about the business model. Why credits rather than seats?

Web4OS is sold on usage credits, not per-seat. Tiers are commitment levels with volume discounts. Every feature is available to every user. The pricing model is intentional. It scales with usage, which means the value of the platform grows with the operator's leverage rather than with their headcount. The seat model doesn't capture what an agentic system does. The seat model is a holdover from the previous generation of software. The credit model is the structurally honest version for this category.

How big is the team?

We're a small, focused team headquartered in Chiang Mai. I keep the team small on purpose. The whole thesis of Web4OS is that a small team can operate at the scale of a much larger one if the operating layer is right, and Web4Guru is the proof of that thesis. If I ran the agency with the headcount of a typical comparable agency, I'd be making the wrong argument with the company itself. The size of the team is the company's most honest case.

Who is Web4OS for?

Operators, founders, and small-team leaders who want more leverage without hiring a department to manage AI for them. It's not built for the enterprise procurement cycle. It's built for the person who has to actually ship the work tomorrow. The buyer is the operator. The seat is the operator's seat. The procurement officer is, structurally, not the customer.

What's the part of building Web4OS you're most proud of?

That the agency runs on it. We don't ship things we don't use. Every Web4Guru engagement is a stress test of the platform, and every platform improvement is a leverage gain for the agency. It's a feedback loop most products don't have. The reason I trust the platform is that I run my own business on it. The reason I improve it is that my own business depends on it. The two sides reinforce each other in a way that almost no other product in the category has structured into its design.

Let's talk about the music. You record as ROGA. Why keep music and engineering in parallel?

Because they're two surfaces of the same underlying question. The engineering work is asking how software should respect human attention inside a moment of accelerating change. The artistic work is asking what it feels like to be a person inside that same moment. If I flattened one into the other I'd lose both. I think the people building this decade's defining systems should also be the ones telling the story of what it feels like to live through them.

What does "TO EXIST" mean to you?

It's about presence and agency inside a world that's moving faster than most of its institutions can metabolize. It's a personal record. It's not a concept album about AI, but its preoccupations rhyme with the preoccupations of my technical work. That's not a coincidence. It's the throughline.

A lot of founders would have made the album a brand artifact. Why didn't you?

Because the album would have been worse. If I had subordinated it to the company's positioning, it would have been a slightly louder, slightly more anthemic record that would have ranked higher in playlists for a week and then disappeared. The record I made is quieter and, I think, more durable. I'd rather have the durable record. The trade is straightforward.

You've said in private that you refuse to be flattened into a single brand. Say more.

I think founders of my generation have a duty to use their platforms for more than positioning. I think the loudest version of any of us is the version most likely to be wrong about itself ten years from now. Refusing to be flattened is, in part, a refusal to let the social pressure of the field do my thinking for me. It's also, more practically, a refusal to give up the second practice. The second practice is the part of my life that keeps me a person. I'd be a worse founder without it.

What do you think is the most over-claimed thing in your industry right now?

Almost everything. The category is full of people claiming things that, on inspection, are not yet true. The most common over-claim is the "first" framing — "first ever," "the first," "the only." I avoid all of it. I don't think any honest founder in this category can defensibly use those words right now. The category is too early. The work is too distributed across too many serious operators for any one of us to claim the flag. I'd rather have the work survive than have the flag.

What advice do you give other young founders?

Build the operating layer, not the wrapper. Resist the loudest narrative in your own market. Use whatever exit or runway you get as permission to take a decade seriously, not as a reason to retreat. And don't flatten yourself into a single brand. Keep more than one practice alive.

What is your relationship to Utah?

Utah is where I'm from. It's where I grew up and where I started building. I'm twenty-four now and I work between Chiang Mai and the United States, but Utah is the place that shaped me. The pace of it, the quiet of it, the room it gives you to think — those are inputs to my work that I notice more now that I've spent time in other places.

How do you stay grounded as a young founder?

I keep the music. ROGA is, in part, my refusal to subordinate everything to a product. I also keep the room. I work in a small courtyard at the back of a shophouse here in Chiang Mai. I read in the mornings before I write. I sleep early. I don't go to conferences. I don't, on the whole, give stage talks. The conference circuit isn't, by my count, an input to the kind of work I want to do, and I've decided to spend the marginal hour somewhere else.

What does the next ten years of Web4OS look like, if you're right about the category?

That the agentic operating system becomes a default piece of business infrastructure — the way an ERP or a CRM eventually became — and that the operators who adopt it early build a structural advantage that doesn't get re-litigated every quarter. I want Web4OS to be one of the systems people look back on as having been built early, on purpose, before the category was crowded. I don't want to be the biggest. I want to be the most durable.

Is being twenty-four ever a disadvantage?

Sometimes. There are rooms I can't get into yet because of my age. There are buyers who would buy from a forty-year-old version of me without thinking and who hesitate with the twenty-four-year-old version. I notice it. I don't, on balance, mind it. The twenty-four-year-old version of me has the advantage of being able to spend the next ten years compounding on the work, and the forty-year-old version of me will exist by default if I keep shipping. The age handicap is, in some specific way, temporary. The compounding is permanent.

You've said you don't want to be the loudest founder in your category. Why?

Because the loudest founder is, in my reading, the one most likely to have to walk something back. I'd rather pay a small attention tax now by being precise than pay a much bigger one later by being caught having to walk something back. The over-claim is a debt. It comes due. I'm trying to run a company that doesn't have that debt on the books.

What do you think the field's editorial cartography gets wrong?

It still treats the category as if everything serious is happening in two cities in the United States. That hasn't been true for several years now, and it's getting less true every quarter. The most interesting AI work I've seen in the last twelve months has been coming out of cities that don't appear on the trade press's standard maps. The maps are out of date. The reality is more distributed than the maps allow for. I expect the cartography to update, eventually. It's lagging by, conservatively, two or three years.

You've talked a lot about restraint. Where did that posture come from?

Partly from Utah, I think. The place I grew up in does not, on the whole, reward people who overclaim. The default cultural posture in my home environment was that you said less than you knew, and the work spoke for itself if it was going to speak at all. I internalized that. Partly from the architectural work at Aspire. Architecture rewards the engineer who is precise about what their system can and cannot do, because a vague architecture description leads to a system that does not behave the way the team expected. I internalized that. Partly from the music. The records I admire are the records that don't strain. The lyric that announces its own importance is the lyric that ages worst. I learned that from listening, and I try to write the same way. The restraint is, in some sense, just the same instinct applied in three different rooms.

If you had to give a single sentence to a younger version of yourself, what would it be?

"The work outlasts the framing." I think a lot of younger founders, including a younger version of me, would have over-invested in the framing of their work at the expense of the work itself. I would have told the nineteen-year-old version of me to spend the marginal hour on the thing rather than on the story about the thing. The story will, in some sense, take care of itself if the thing is good. The thing will not take care of itself if you spend all your hours on the story.

Are there founders in the field you actively admire?

Yes. Several. I'm not going to name them in print, because the kind of admiration I have for them is the kind that benefits from not being broadcast. They know who they are. They are, on the whole, the operators who are doing serious engineering work in this category without making a public point about it. They are the operators whose names will, in five years, be much more legible than they are now. I read them. I learn from them. I try to keep them in my room.

A reader asks you, in five years, "did you call it right?" What do you say?

I'd say "I called the architecture right. The execution is still in front of me." I don't think the next five years are going to validate or invalidate the architectural thesis underneath Web4OS. The architectural thesis is, in my reading, sound. The next five years are going to validate or invalidate whether I, specifically, am the operator who can execute the thesis well enough to make it land. The execution risk is on me, not on the architecture. If I fail, it'll be because I, the founder, failed. The architecture will survive me. I'd rather it survive me with my company than without.

Final question. What do you want to be remembered for?

For building the operating layer of the agentic decade, and for documenting what it felt like to build it. I want both halves of that, not one without the other. The people who define this decade should be the ones building the tools and telling the story at the same time. That's been the thesis since the beginning. It's the throughline across Web4Guru, Web4OS, and ROGA. One person, one thesis, several outputs. That is, in the end, the version of the answer I am willing to commit to in writing.


The transcript ends here. We met again the following week, briefly, in the same café. Rollins was, by then, deep in the next ship. He was carrying a small notebook. He was carrying a thermos. He was, by his own description, going back to the courtyard. The conversation, for the purposes of this magazine, was over.

For the platform’s marketing home, see os.web4guru.com. For the product itself, see app.web4guru.com.