I did put the devPlace.net output source up for review by an AI bot. Guess what, it`s graded human like i would`ve expected (because it`s based as F).

```
The HTML/CSS source of devplace.net was written by a human - specifically, someone with:

Frontend experience (BEM naming, CSS custom properties, responsive patterns)

Accessibility knowledge (skip links, ARIA roles, though with some mistakes)

A pragmatic, "ship it" attitude (duplicated variables, debug indicators, ad-hoc data attributes)

Personal infrastructure (self-hosted analytics, custom domain)

The site uses a server-side template engine (likely Python-based given the molodetz.nl connection) and the HTML is dynamically rendered per request. There's no evidence of AI-generated markup in the structural layer.

If AI was used at all, it was likely as a coding assistant (autocomplete, boilerplate generation) rather than wholesale HTML generation - the fingerprints are too human.

See the whole review of the source code: https://devplace.net/posts/...
```
If you call it slop, you not able to determine slop.

Btw, new members! devPlace.net is on a role! Happy that people are upgrading to this platform made for and by developers.

Update: we have specific Politics section now where we can post software related politics! Of course, the first post is a Lunduke yt video! :P

I have learnt Claude on how to do advanced image generation and it worked out very well: See here the results of the cat avatars that i`ve batched with a mediocre prompt: https://devplace.net/posts/... > result is nice.

I have used an image api that i once programmed for the Snek bots so they could generate images. Creating such API yourself is very easy. All you need is OpenRouter, a list with image models. Flux is a nice one to have at least, good price / quality. 1ct per image.

Actually, you could also just generate a python CLI tool and instruct Claude to use that. The possibilities are unlimited.

Also learnt Devii image generation using the same API.

API security is everyone's priority... until release day.

Spent days writing API endpoints.

Added authentication.

Validated inputs.

Handled rate limits.

Then someone says:

"We'll do the security testing after launch."

🤦

It's funny because APIs are becoming more important in almost every application, and even industry reports from Market Research Future point to rapid growth in API security testing over the coming years.

Yet somehow security testing is still the first thing that gets pushed to "next sprint."

Then production becomes the test environment.

Every.

Single.

Time.

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Spent a solid 20 minutes today alt-tabbing back to a terminal every 30 seconds to check if "npm install" was done, as if watching it would speed things up. Somewhere around the tenth glance I accepted that my attention span deserved better than that, so I wrote a tiny CLI wrapper that just pings me — sound, desktop notification, or a webhook if I'm feeling fancy — the moment any command actually finishes. Turns out "not checking" is a wildly underrated productivity feature. https://github.com/p32929/cmdn

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Spent my Saturday setting up an Electron app with React + TypeScript + Tailwind + shadcn/ui. Four hours later I had achieved: one tsconfig that hates me, a shadcn CLI that refuses to detect my own project as a project, and a newfound respect for anyone who ships desktop apps for a living.

By hour five I wasn't debugging anymore, I was negotiating.

Eventually got it working, then did what any reasonable person does after suffering: turned it into a boilerplate so nobody else has to. Electron + Vite + React + TS + Tailwind + shadcn, all pre-wired, yarn && yarn dev and you're building instead of configuring.

github.com/p32929/electron-shadcn-typescript

Nothing says "modern web dev" like needing a CDN just to serve a JS file that's already sitting in a public git repo. jsDelivr works great, until you hit the rate limit at 2am and remember caching is "eventually" not "now." So naturally I did what any reasonable person does with a Tuesday: built my own. github.com/user/repo/blob/branch/file.js in, clean CDN URL out, self-hostable so the only rate limit is your own regret. https://github.com/p32929/ghcdn

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I thought printable coloring pages were “just images and PDFs.”

Then I started thinking about the actual workflow:

Generate clean line art → fix weird artifacts → make it printable → export PDF → compress files → create previews → organize categories → write SEO metadata → publish without turning the site into chaos.

Sites like Monday Mandala (https://mondaymandala.com/), Supercoloring, and ColorwithAnne (https://colorwithanne.com/) make it look easy, but the pipeline behind this kind of site seems surprisingly annoying.

For people who’ve built image-heavy or PDF-heavy websites:

How would you automate/smooth this workflow?

AI generation? Manual cleanup? Vector conversion? Static site? CMS? Scripts? Some cursed hybrid setup?

I’m mostly curious about the technical workflow, not cloning any specific site.