mrdw

I currently work in E-commerce, local online marketplace in Kazakhstan. I scraped all millions of goods in the marketplace, then analyzed top 30k goods with AI. Goal here to find it's supplier in China accurately and estimate weight, similarity, etc. That index gave me huge competitive advantage compared to other sellers and extremely boosting my income. But that cost a lot, because, it's literally like running new Claude Code session for each good of tenth thousands, with custom tools like search in alibaba, viewing reviews, etc.

In marketplaces margin/ROI of goods are distributed like(just for example):

Top 1% goods (P01) - ROI 1000%+

Top 5% goods - ROI 300%+

Top 10% goods - ROI 100%+

Top 20% goods - ROI 50%+

And so on. So such automation helps me to find that Top 1% first

source: trust me bro

tests generated by ai, especially which generates each time codex are completely useless and needed only for beautiful "44/44 tests passed"

I disagree. Personally, I would work in company which respects more code/infra quality than coding speed. When you vibe-deliver a lot of features per sprint after some time codebase becomes an unpredictable AI Slop.

What's your grade?

"LLM-summarized" lmao

Yeah, I noticed this library few years ago when checking pypi.org for supply chain attack vulnerability and scanned all libraries. There are a lot of such libraries which you can take over.

btw, you can claim "relax" name instead of "relaxai" on pypi

pypi.org/project/relax is abandoned library, which owner registered via email with expired custom domain, so you can claim this domain and reset owner's account by email.

If everybody presses red button - everybody survives. Ez solution

I noticed another limitation: "An image in the conversation exceeds the dimension limit for many-image requests (2000px). Start a new session with fewer images."

So I can't continue my claude code session I started yesterday.

just use free antigravity subscription with Opus 4.5 and reverse engineered API, and bunch of cheap google accounts

Thank you Google for breaking my YT addiction by introducing YT shorts, now its deleted