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From zero to autonomous with Claude Code in five hours thanks to Mathieu
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François BenaventeApril 21, 2026·5 min

From zero to autonomous with Claude Code in five hours thanks to Mathieu

I had never opened a terminal before January. The word "terminal" included. When I read that Claude Code ran on the command line, I pulled back. That was, to me, an engineers' world.

Five hours of workshop with Mathieu later, I was building my first scripts and running them on my own files. Not toy demos. Real tools that served me the next day in my practice.

I am writing this article to say one simple thing. If you think you will never get there, you are wrong. But the way you learn matters enormously.

The starting point

I am a naturopath. No training in computer science. I have a website, newsletters, files everywhere, and a vague mastery of a word processor. That is all.

I had read a lot about AI. I had watched videos, followed threads online, downloaded PDF guides I never reopened. Result: zero concrete action, a pile of technical terms, and the feeling of being overrun by a tool that was in fact within reach.

I had also tried to learn alone. With Claude in a browser, to start. I could get it to write texts. I could not get it to do things. The difference between the two was the abyss I wanted to cross.

What Mathieu did

Five hours of workshop. Over video. No slides. No lecture.

We started from a problem of mine. Not a theoretical one. A real one I had been carrying for months. He asked me to name a daily task that was eating me. I named managing my consultation files. He said "good, we solve that today." That sentence changed everything.

He had me install the tools while he did the same. Claude Code in particular. He opened his screen next to mine. I typed the commands, he watched. He let me be wrong, he let me read the errors. He commented little. He never took over. I typed everything myself.

He explained concepts as we went. Not at the start, not in a block. At the exact moment I needed to understand. A terminal is a conversation with the computer. A config file is a list of settings. A script is a sequence of actions you can rerun. Each concept arrived because it was needed, not because the program required it.

He pushed me to break things. On purpose. "Try deleting this file, see what happens." Then restoring it. That permission unblocked me. Before, I feared the computer. After that session, the computer became a playground.

He sent me to work on my own. At the three-hour mark, he said "now you do the rest, I watch in silence." I hit walls, searched, pinged Claude, moved forward. That guided autonomy phase was, by far, the most formative.

At the end of the five hours, I had a running tool. I knew how to modify it. I knew how to restart it. And above all, I knew I could build others.

What changed in my head

The fear of the tool. It dissolved. I no longer feel tech is a closed world next to mine. I know I can enter it, tinker, and leave.

My relationship to AI. I used to see it as an oracle. I asked a question, it gave an answer, I copy-pasted. After Mathieu, I see it as a tool. I hand it tasks. I control it. I read what it produces, I fix if needed. The reversal is radical.

My relationship to time. Before, I wanted to be everywhere. Practice, brand, school, content, family. I was burning out. Now I first ask "can a machine do part of this?" The answer is often yes, at least partly. I reclaim hours, every week, and reinvest them where they matter.

What I say today

I am autonomous. I build my own tools. I already have more than a dozen running at home, from affiliate management to course preparation. I keep learning, but I no longer ask anyone to take my hand. I ask for reviews, angles, feedback. The difference is huge.

I do not sell Claude Code training. It is not my job. I sell naturopathy consultations, I train practitioners, I develop a brand. But I can say what worked for me, and I can say who helped me.

Five well-invested hours beat a thousand hours of video tutorials. The difference is having someone who watches you do it, lets you fail, and makes you autonomous. Not someone who shows you.

If you are in the fog, as I was, take those five hours with someone who knows. You will come out different. That is not a sales pitch. That is my lived experience.

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— François

Written by François Benavente

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