Vibe Coding Saturday

Vibe Coding Saturday

There are tons of really great vibe coding tools out there; Manus AI, Cursor AI, and dozens of additional great platforms to use for vibe coding. However, at AINIRO we're specialising in backend and API software development. I got bored today, so I decided to "vibe code a TODO system" using our Hyperlambda Generator, and you can see the results below.

Use cases

I had 5 simple technical use cases I started out with. You can see these below.

Read TODO items

HTTP endpoint that allows for reading items from todo table in logistics database.

Returns:

- todo_id
- name
- description
- created

Can only be executed by admin users.

Create TODO item

HTTP endpoint that allows for creating items in todo table in logistics database.

Arguments:

- name
- description

All fields are optional. Endpoint can only be executed by admin accounts.

Delete TODO item

HTTP endpoint that allows for deleting an item in todo table in logistics database.

Primary key of table is todo_id

Can only be executed by admin users.

Send email

HTTP endpoint that allows for sending an email.

Arguments:

- name
- email
- subject
- body

All arguments are mandatory, and endpoint can only be executed by admin users.

Export TODO items as CSV

HTTP endpoint that selects all todo items from logistics database and returns as a CSV file

Endpoint can only be executed by admin users.

I need to emphasise, the above is literally my code, and I can copy and paste the above use cases into our AI code generator, and have working code without knowing anything about software development from before. Our Hyperlambda Code Generator basically allows for people understanding the above plain English to "generate" code using our proprietary LLM. Below is a screenshot.

Vibe coding with AI

The process is far from perfect, and the AI will hallucinate every now and then - But it's definitely good enough to provide a lot of value! Especially for things Magic is already very good at, such as database access, creating HTTP endpoints, security concepts, and 3rd party HTTP invocations, etc.

Historical perspective

When Gutenberg invented the printing press, 0.3% of people in the world knew how to read and write. As literacy increased, science became possible. As science became possible, we entered "the enlightenment". Implying no printing press, no science. I suspect similar mechanisms are at play related to software development today. 0.3% of the world's population knows how to read and write code today. What would be the consequences if we could increase that number to 3%, or 5%, or maybe 70%?

With "vibe coding" we are definitely taking a large step in that direction. Yet again, I want to emphasise that the above plain English literally is my "source code". Roughly 70% of the population in the world today understands English. That means 70% of you have in theory the capacity to understand my above use cases.

This implies we might experience another enlightenment simply because of AI code generators, and this is ignoring everything else AI can do today already.

It baffles the mind simply thinking about these things, but my suggestion is to simply ignore the historical perspectives, and ask yourself the following ...

What would I want to create if I could code?

Once you know the answer to that question, download Cursor AI, or use Manus AI, or Magic Cloud for that matter, and just start creating. At least for me personally, coding has been a great life. Now that life is available for everyone arguably, at least as long as you know the basics of software development. And that's easily a 10x increase in literacy up from 0.3% to 3%.

At this point what the AI cannot do doesn't matter, because of all the things it can do are interesting enough to solve real world problems, and it'll sove these today.

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Thomas Hansen

Thomas Hansen I am the CEO and Founder of AINIRO.IO, Ltd. I am a software developer with more than 25 years of experience. I write about Machine Learning, AI, and how to help organizations adopt said technologies. You can follow me on LinkedIn if you want to read more of what I write.

Published 17. May 2025

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