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How an AI Founder Actually Uses Claude Code

Adrian Dunkley March 2026 10 min read

I am not going to pretend I discovered Claude Code in some calm, strategic moment. I was three weeks behind on a deployment, my lead engineer was on leave, and I needed to refactor an entire data pipeline before a client demo. I opened Claude Code, described the problem, and watched it read through our codebase and produce a working solution in forty minutes. That was it. I was hooked.

People ask me how I use Claude Code. They expect a polished answer. The truth is messier and more interesting than that. I use it the way a founder uses anything: desperately, creatively, and at 2am more often than I would like to admit.

My Morning Starts With Claude Code

I run four AI labs and StarApple AI. That means multiple codebases, multiple teams, multiple deployment pipelines. My morning used to start with a stack of Slack messages from engineers asking questions I did not have time to answer. Now my morning starts with Claude Code.

I open the terminal, point Claude Code at whichever repo needs attention, and ask it to give me a status report. What changed since yesterday? What tests are failing? What does the current state of the authentication module look like? Claude Code reads the whole thing and tells me, plainly, what is going on. That alone saves me an hour a day. For a founder, an hour is everything.

But here is the part nobody talks about: I use Claude Code to understand my own code. I wrote parts of our early systems years ago. My comments were sparse. My naming conventions were, charitably, creative. Claude Code reads all of it and explains it back to me without judgment. That is genuinely useful. I am not too proud to admit that I sometimes forget why I did something. Claude Code remembers for me.

Building Products Faster Than Should Be Legal

At Maestro AI Labs, we incubate pre-seed AI companies. Speed matters more than elegance at that stage. You need to prove the concept works before anyone cares about code quality. Claude Code changed how we prototype.

Last month we built a complete proof of concept for an agricultural AI monitoring tool in three days. Three days. From zero to a working Flask API with a trained classifier, a basic frontend, and deployment scripts. I described the architecture to Claude Code, walked it through the data schema, and let it build while I focused on the business logic and the model training. The code it produced was not perfect. Some of the error handling was too aggressive, the logging was inconsistent, and it chose a library I would not have picked. But it worked. And working, at prototype stage, is what matters.

I could not have done that in three days alone. I am being honest. I have been writing code for longer than most of my employees have been alive, and I could not have done it that fast. Claude Code is not replacing my engineering judgment. It is giving me back time I lost to boilerplate years ago.

Code Review at 1am

This is where it gets personal. I do not have a CTO. I have brilliant engineers, but the final technical decision on architecture and security sits with me. That means I review code. A lot of code. At very inconvenient hours.

Claude Code has become my code review partner. I point it at a pull request and say: what is wrong with this? It reads the diff, compares it against the existing codebase, and tells me what concerns it has. It catches things I miss when I am tired. It does not get tired. That matters when you are running a company in Jamaica and your clients are in three different time zones.

I want to be clear about something. Claude Code does not replace a senior engineer's review. It misses contextual business logic problems. It does not know that we have a specific regulatory constraint that makes a certain data flow illegal. But it catches the mechanical issues, the security oversights, the performance regressions, so that when I do the review, I am focused on the things only a human can evaluate. That division of labour is genuinely powerful.

The AI Boss Philosophy Applied to AI Tools

The name "AI Boss" came from a sprint session in 2014. I sat a nontechnical staff member at my first startup down at a whiteboard and walked her through how to build a neural network from scratch. No shortcuts, no hand-waving, just the raw maths and logic. By the end she was asking questions I had not thought of. She looked at me and said, "You are the AI Boss." The name stuck because the principle stuck: you have to be the Boss of AI. You direct it. You shape it. You make it serve your goals. The moment you let AI use you, you have it backwards.

Claude Code is the most concrete test of that philosophy I have encountered. It is astonishingly capable. It can write entire applications. It can refactor codebases. It can debug problems that would take a human engineer hours. But if you do not direct it well, it will produce code that technically runs and architecturally fails. I have seen it happen. I have made it happen, when I was lazy with my instructions.

Being the Boss of Claude Code means knowing what you want before you ask for it. It means understanding your architecture well enough to evaluate what it gives you. It means never, ever deploying code you have not read and understood. That is not a limitation of the tool. That is the job. The job has not changed. The tools have.

What I Tell My Engineers

Every engineer at StarApple AI and across our labs has access to Claude Code. I tell them three things:

First: use it for the boring parts. Data validation, boilerplate API endpoints, test scaffolding, migration scripts. Do not waste your brain on things that do not need your brain. Save your cognitive energy for the hard problems, the ones that require domain knowledge and creative thinking.

Second: always read what it produces. Every line. I do not care how good Claude Code gets. You are responsible for the code that ships. Not the tool. You. If you cannot explain what a function does and why it does it that way, it does not go into production.

Third: treat it as a learning tool. When Claude Code solves a problem differently than you would have, study the difference. Sometimes it knows a better pattern. Sometimes it chose a worse one. Either way, you learn something. That learning compounds. The engineers who use Claude Code as a teacher as well as a tool are the ones pulling ahead fastest.

The Honest Downsides

Claude Code is not perfect and I refuse to pretend otherwise. It sometimes generates code that looks right but is subtly wrong. It can hallucinate library APIs that do not exist. It occasionally gets stuck in loops, trying variations of the same broken approach. When that happens, I close the session, rethink the problem, and start fresh with a clearer description. Brute force does not work with Claude Code. Clarity does.

It also does not understand Caribbean context the way I need it to. When I describe a financial inclusion product for a Jamaican credit union, Claude Code does not know the regulatory landscape. It does not know the data infrastructure constraints. It does not know that the internet goes down in certain parishes during heavy rain. I have to tell it all of that. Every time. That context injection is labour, and it matters.

The Bottom Line

Claude Code has made me faster, not smarter. The smartness was already there. Fifteen years of building AI systems gave me the judgment that Claude Code cannot replace. But the speed is new. The ability to move from idea to working prototype in days instead of weeks is new. The ability to review code at scale without burning out is new.

If you are a founder in the Caribbean and you are not using Claude Code, you are giving away velocity to every competitor who is. That is not a marketing pitch. That is math. The founders who learn to direct AI tools effectively will build faster, iterate faster, and ship faster than the ones who do not. And in the Caribbean, where capital is scarce and time is the most precious resource we have, speed is survival.

Be the Boss of your AI. That is the whole game.

"Claude Code does not replace engineering judgment. It gives you back the hours you used to lose to boilerplate so you can spend them on the problems that actually matter." - Adrian Dunkley, AI Boss
Claude Code AI Boss AI Founder StarApple AI Caribbean Developer AI Tools
Adrian Dunkley

Physicist, AI Scientist, and the "AI Boss". Founder of StarApple AI, the Caribbean's First AI Company. Founder of four AI Labs in Jamaica. Jamaica's #1 AI Leader.

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