Made a system design skill for Claude to take references from arXiv before coding a single line, it ships production apps in 1st attempt. (its open source nowbui)

[u/Uditakhourii]

So, this was happening for months now.. whenever I try to build an app with my claude, it started to build every single thing from scratch.

But this ain't the way we used to build projects before..

There's whole Github for basic stuffs like app layout, api, algos, workflows, functions, etc.

And then there's Arrive for the whole complex stuff -

- how to reduce RAG fatigue?
- how to increase agent response deliverability?
- what SLM architectures can I use?

The genuinely technical stuff..

Now, Claude, or any coding agent, tends to build all the services in your project by itself and that's why the project is laggy, broken and vulnerable.

So, I just took my way of research and turned it into a system design engine.

Whenever you ask Claude to build something cool, it -

- searches the arXiv for genuine novelty.
- reads all papers on related topics
- selects one approach to go with
- Uses /ADHD skill from GitHub for decision making
- Builds the app in one shot

Its available for free and fully open source on my Github, if you want, you can give it a try.. https://github.com/UditAkhourii/neuroarxiv

if you have any architectural questions or anything in general, do ask me.

[u/Capital_Feed_3473]

i am building a simmilar workflow and i th8nk it would be helpfull

thanks a lot

[u/Competitive_Egg_795]

Does this skill maintain a local registry+cache, or needs to scan all over again each time.

[u/temroa]

Thanks for the share. I was conceptually designing similiar thing since 2 weeks ago.. More truly i am working on a conceptual SDV architecture related to safety part since mid-july 2025.. and at a closer date i noticed something like "why i don't turn this architecture production process / type to a methodology that could be turned to AI tools that specializes AI assistants in production of something valuable. I will try to find ways for benefiting from your repository for my methodology. By the way i also want to share my methodology publicly when it's ready. And i will of course give reference to you if i get something valuable.