Vibe Code or n8n: Where to Sit on the Abstraction Ladder

The discovery

Kasimir opened with a story. He had discovered Claude Code, the command line interface from Anthropic, and used it to rebuild the Pinecone experiment they had been working on as a group. From scratch to a working interface in an hour. He sketched what he wanted on paper, took a picture, told Claude to look at it and produce the Python, and it did.

The thing he kept emphasizing was how little guiding it needed. It troubleshoots itself. It fetches the documentation it needs without being asked. You mostly press enter.

Lou’s confession

Lou said the thing nobody wanted to be the first to say. He no longer remembers how to wire inputs and outputs in n8n. He just vibe codes everything now. He has a folder called Experiments, every time he needs a small tool, Claude Code builds it. The next step is putting it behind an API, which is one prompt away.

This was not a recommendation. It was an honest report from someone who used to be deep in no-code orchestration tools and has drifted somewhere else.

The abstraction ladder

The room worked out the layers together. From the ground up:

Raw code. Most control, most flexibility, you have to be a software developer.
Claude Code or similar CLI agents. Almost as flexible, you direct rather than write, you still need to interpret errors and dependencies.
n8n. Visual nodes, you wire data flows, you have to understand JSON payloads and authorization.
Make.com. Higher abstraction, less code escape hatch, easier on day one.
A finished app. You are a user, you ship nothing custom.

The honest framing Lou offered, you have to know where on the ladder you want to live. If you have a software mind, the lower rungs give you more leverage. If you do not, the higher rungs prevent you from building things you cannot maintain.

Kasimir’s nuance

Kasimir pushed back gently on the vibe coding enthusiasm. He had run into cases where Claude Code produced an interface that did not quite work, where formatting issues sent him back into the weeds. Strat-free, his phrase, was not always true. The room agreed that lower rungs of the ladder come with sharper edges, even when the floor is closer than it used to be.

What the cohort took away

There was no single right tool. There was a tighter question to ask before picking one, what layer of the stack do I want to own, and what layer am I willing to let someone else own for me. Members left with that question to answer for themselves before the next build.