Define policy forbidding use of AI code generators

As if tech part was the major part of getting the product to market.

Those businesses are probably everywhere. They just aren't open about admitting they're using AI to speed up their marketing/product design/programming/project management/graphics design, because a) it's not normal outside some tech startup sphere to brag about how you're improving your internal process, and b) because almost everyone else is doing that too, so it partially cancels out - that is what competition on the market means, and c) admitting to use of AI in current climate is kind of a questionable PR move.

WRT. those who fail to leverage the new tools and are destined to be outcompeted, this process takes extended time, because companies have inertia.

>> But there are also local tools generated

> This is really not the same thing as the original claim

Point is that such wins compound. You get yak shaving done faster by fashioning your own tools on the fly, and it also cuts cost and a huge burden of maintaining relationships with third parties[0]

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[0] - Because each account you create, each subscription you take, even each online tool you kinda track and hope hope hope won't disappear on you - each such case comes with a cognitive tax of a business relationship you probably didn't want, that often costs you money directly, and that you need to keep track of.

If the definition is past any sort of length, it will hallucinate new properties, change the names, etc. It also has a propensity to start skipping bits of the definitions by adding in comments like "/** more like this here **/"

It may work for you for small YAML files, but beware doing this for larger ones.

Worst part about all that is that it looks right to begin with because the start of the definitions will be correct, but there will be mistakes and stuff missing.

I've got a PoC hanging around where I did something similar by throwing an OpenAPI spec at an AI and telling it to generate some typescript classes because I was being lazy and couldn't be bothered to run it through a formal tool.

Took me a while to notice a lot of the definitions had subtle bugs, properties were missing and it had made a bunch of stuff up.

https://github.com/TeMPOraL/qr-code-generator

Built with Aider and either Sonnet 3.5 or Gemini 2.5 Pro (I forgot to note that down in this project), and recently modified with Claude Code because I had to test it on something.

Getting the first version of this up was literally both faster and easier than finding a QR code generator that I'm sure is not bloated, not bullshit, not loaded with trackers, that's not using shorteners or its own URL (it's always a stupid idea to use URL shorteners you don't control), not showing ads, mining bitcoin and shit, one that my wife can use in her workflow without being distracted too much. Static page, domain I own, a bit of fiddling with LLMs.

What I can't link to is half a dozen single-use tools or faux tools created on the fly as part of working on something. But this happens to me couple times a month.

To anchor another vertex in this parameter space, I found it easier and faster to ask LLM to build me a "breathing timer" (one that counts down N seconds and resets, repeatedly) with analog indicator by requesting it, because a search query to Google/Kagi would be of comparable length, and then I'd have to click on results!

EDIT: Okay, another example:

https://github.com/TeMPOraL/tampermonkey-scripts/blob/master...

It overlays a trivial UI to set up looping over a segment of any YouTube video, and automatically persists the setting by video ID. It solves the trivial annoyance of channel jingles and other bullshit at start/end of videos that I use repeatedly as background music.

This was mostly done zero-shot by Claude, with maybe two or three requests for corrections/extra features, total development time maybe 15 minutes. I use it every day all the time ever since.

You could say, "but SponsorBlock" or whatever, but per what GP wrote, I just needed a small fraction of functionality of the tools I know exist, and it was trivial to generate that with AI.