A production localization pipeline: OpenAI translates, another vendor’s model verifies, a separate AI agent proofreads, pytest guards structure.
Stack
Iurii Uses: #AI
2 projects · 6 articles · 6 testimonials
Projects
RAG system on OpenAI and Upstash Vector in 30 languages, with a streaming chatbot and hybrid search (semantic + keyword).
Databases
Articles
· 6 min
Where does AI for business automation actually save money, and where is it just hype?
· 24 min
OpenAI API cost optimization: where the money goes in production, prompt caching, model routing, budget controls, and observability that shows overspend.
· 18 min
Keep an AI agent inside your codebase conventions: CLAUDE.md structure, system prompts, mid-session stop prompts, and where lint rules beat text instructions.
· 16 min
AI coding workflow for senior developers: what to delegate freely, what to scrutinize, what never to hand off, and the signals that mean stop immediately.
· 16 min
AI coding widens the gap between senior and junior developers – it amplifies existing skill.
· 14 min
Vibe-coded codebase problems: duplicate auth flows, tests that assert nothing, unused dependencies, security shortcuts, schema drift.
Testimonials
“
Our support inbox was drowning – most tickets were repeat questions our docs already answered, but customers weren’t finding them.
Anna Lindberg 🇸🇪
Head of Operations
Topics
Service: ai integration
“
We wanted to add an AI feature that turns messy user notes into structured records, but our first attempt returned unpredictable JSON that broke the app half the time.
Bram de Vries 🇳🇱
Product Lead
Service: ai integration
“
I’d read about llms.txt and AI discoverability but had no idea whether any of it actually mattered for our SaaS docs site.
Dimitris Papadakis 🇬🇷
Founder
Service: seo geo audit
“
We process thousands of supplier invoices a month and the team was keying them in by hand.
Lena Brandt 🇩🇪
Head of Product
Service: ai integration
“
I’d built most of our MVP with Cursor and it looked finished – it compiled, the tests were green, the demo worked. It just wouldn’t survive real users.
Sebastian Falk 🇸🇪
Founder
Service: rescue projects
“
Iurii set up a second Telegram bot just for our side of the business. Once a month it sends me every invoice and accounting document I need without anyone having to dig through folders, and it
Tatiana 🇪🇪
Accountant, pi-pi.ee
Services
Service: telegram bots
AvailableGot a project in mind?
Whether it’s a new product, an integration, or scaling an existing system – let’s talk about how I can help.