Product Builder · AI-assisted Full-Stack · full-cycle

From idea
to product.

I build operational & product systems with AI. Full cycle — from idea and design to code and production. In ~1.5 years I've built several real products from scratch: two are already live in production with real users, and the flagship, MriyaDesk, is in pilot. I cover the whole cycle myself — architecture, frontend, backend, AI, production. And I pair that with 17 years of operational and management experience: I've led people, teams and processes, so I build systems around how the work actually happens, not in a vacuum.

Message on Telegram ↗See the products ↓
5
IT products built from scratch in ~1.5 years
17 yrs
FMCG sales, team & process management
full-cycle
idea → analysis → design → code → launch
Georgiy Khudobandaev
Krasnodar · 38 y.o.
● Open to remote, relocation, and business trips
Who I am

I'm not a classical software engineer. My strength is turning an idea into a working, shipped product.

No formal CS degree: my edge isn't algorithms or hand-writing code — it's product thinking, architectural decisions, breaking down problems, and a strong command of modern AI tooling, Claude Code above all. With it I cover the whole cycle myself — from idea and design to code and production.

Behind me are 17 years of operational and management experience: sales at major FMCG companies, where I hired, trained and led teams, and running the transport and special equipment at Mriya Resort & SPA — a 5★ resort in Crimea with its own winery (WinePark) and creamery, ≈3,000 staff: people, budgets, contractors, processes. That's why I build products around how processes and people actually work, and I'm equally comfortable owning a product end-to-end, leading or coordinating a team, and working inside one. I'm at my best where real-world domain knowledge, product, people, and fast execution have to come together.

Approach
I design processes and systems around how the work actually happens — not in a vacuum.
Delivery
I take a product from idea to production: I can build it myself with AI, or lead and coordinate a team.
Thinking
Decomposing complex problems, making product and architectural decisions.
Leadership
17 years leading teams and processes: hiring, training, budgets, negotiation, ownership of the result.

Timeline

2024 — present
Product Builder · Full-Stack (AI-assisted)
Independent IT products & tools

In ~1.5 years I designed and shipped several real products from scratch: pairwise.ru and curl2code.com are live with users, and the flagship MriyaDesk is in pilot. Go + Python + Next.js, AI integrations, Docker — the full cycle from idea and design to code and production, done independently with modern AI tooling.

2019 — present
Chief Mechanic / Road-Safety Specialist
Mriya Resort & SPA — 5★ resort, Crimea (≈3,000 staff)

I'm responsible for the transport and special equipment of Mriya Resort & SPA — a resort with its own production on site: WinePark (Russia's first wine park — a winery and the Cheesefactory dairy). My machinery serves the entire production department — from logistics to the tractors in the vineyards. I own operation, maintenance planning, budgets, the team, occupational and road safety. This hands-on operational experience — processes, schedules, work orders, people — is what shaped MriyaDesk and DSE-Mriya.

2008 — 2019
Sales, Management & Entrepreneurship
Coca-Cola HBC, PepsiCo, IDS Group, MAXUS, own business

10+ years in FMCG sales, team management, and my own business. National retail chains, VIP and HoReCa: ranked top-5 sales reps in Crimea and top-50 in the country. Led a sales department and merchandisers, hired and trained teams. In parallel — my own online store and project management in digital marketing (copywriters, designers, paid-ads specialists, ad campaigns).

Products

Real products, shipped to production or pilot — not toy projects.

01

MriyaDesk

On-premise · ServiceDeskPilot

A full-blown AI ServiceDesk that runs on-premise — the client's data never leaves. Any employee files a request through the PWA, and any service team — technicians, cleaning, housekeeping, grounds — takes it through to closure: routing and cascading escalations, business-hours SLA, configurable workflows, a role model and management analytics. AI parses requests by text and photo, and crews work offline right on site. What companies usually pay a vendor and keep a dev team for — I designed and built it myself.

Pilot — Mriya Resort (≈330 rooms & ≈20 villas, ≈3,000 staff) · ~657 commits · 35 ADRs · 83 migrations · Mar – Jun 2026
MriyaDesk
Read more →
02

Pairwise

AI / WebIn production

A web platform of psychological compatibility tests: 7 validated frameworks, AI result breakdowns in plain language, and a couples mode. A separate subsystem is an SEO content factory (research → AI generation → publication) that brings the real users in.

In production since Jan 2026 · 3,181 users, 2,877 active · ~16.7k visits/mo, all-organic search traffic · ~290 commits
Pairwise
Read more →pairwise.ru ↗
03

curl2code

Dev toolIn production

Browser-based curl-to-code converter for 31+ languages (49 variants). Conversion runs client-side via WebAssembly — no data leaves the browser. Request builder, split-view, AI explanation, 39 UI languages, 1,200+ SEO pages.

In production · 31 languages / 49 variants · in-browser conversion (WASM) · 39 UI languages with RTL · 1,200+ SEO pages · ~97 commits · Feb – May 2026
curl2code
Read more →curl2code.com ↗
04

DSE-Mriya

Internal · PWAInternal product

A PWA for a heavy-equipment department: an operator logs the shift's plan and actuals from the field in a minute, while the manager sees hectares, rows and engine hours in numbers and exports to Excel. PIN login, offline form cache, add-to-home-screen. Built for my own department's need.

Internal tool for the heavy-equipment department at Mriya Resort · offline PWA + dashboard and Excel export · tracks hectares, rows and engine hours · Apr 2026
DSE-Mriya
Read more →
05

Боты и эксперименты

Telegram · Python / TypeScriptPersonal projects

A handful of Telegram bots I built myself — from a first learning project to a serverless bot in production, plus a product concept. Different stacks for different jobs.

  • Fuel-botCloudflare Workers · grammy · TypeScriptIn production

    Tracks fuel availability across every gas station in Crimea and pings you the moment fuel is back. Merges two sources: the ATAN network's direct API and Crimea's official fuel portal for the other networks (ТЭС, Грифон and more) — the portal is behind an anti-bot wall, so the data is pulled in via an external bridge into KV. Filters by network, fuel type and distance, with Yandex Maps links. Fully serverless on Cloudflare Workers — a cron every 2 minutes, a webhook, KV; all on the free tier.

  • Kairosaiogram · FastAPI · SQLAlchemy async · RedisArchived · first project

    My first independent project — a “Matrix of Fate” bot: a questionnaire, dynamic SVG diagram generation with WebP conversion, multi-provider AI analysis (Gemini, OpenRouter, Together AI) with 7+ fallback levels, payments via YooKassa and Telegram Stars, a referral system, report publishing to Telegra.ph, bulk mailings and a web admin. Fully async architecture.

  • ChatagonTelegram Mini App · концептConcept

    A product concept for a Telegram Mini App: every chat gets its own “living” creature that the community raises, upgrades and pits against other chats. Tamagotchi × clan game × native Telegram social mechanics — about group identity, not individual farming.

Every project was built as a real product and lives in a private repository. Happy to grant access to the code on request.

Technologies across projects

Frontend
Next.js 16 (App Router), React 19, TypeScript, Tailwind CSS, shadcn/ui, Radix UI, Zustand, TanStack Query, react-hook-form + Zod, Framer Motion, next-intl, PWA / Service Worker
Backend
Node.js, Python, FastAPI, SQLAlchemy (async) + asyncpg, Prisma ORM, REST, WebSocket, фоновые воркеры и очереди (BullMQ, RabbitMQ / faststream)
Databases
PostgreSQL, Redis, pgvector (векторный поиск), миграции (Alembic, Prisma)
AI integrations
Google Gemini, OpenRouter (мультимодельность, fallback, квоты), промпт-инжиниринг, embeddings, классификация по тексту и фото
Infrastructure
Docker, Docker Compose, Nginx, S3 (Yandex Cloud) / MinIO, деплой через Dokploy, Prometheus / Grafana, Sentry
Quality & architecture
Vitest, Playwright (E2E), pytest, ESLint, ruff, Git · Feature-Sliced Design, монорепо, разделение на сервисы и воркеры
How I build products

I take a product through every stage — from idea to production.

01
Idea

I frame the problem and hypothesis — what I'm solving and for whom.

02
Analysis

I validate demand, study existing tools, gather requirements, and think through the logic.

03
Design

I design the architecture, the processes, and the interface, and prototype fast with AI.

04
Code

I build the whole product — frontend, backend, integrations, infrastructure, and deploy.

05
Prod

I ship, test on real users, collect feedback, and iterate.

Contact

Let's
talk.

Looking for a role in product / AI / operations — remote or relocation.

Open to new opportunities. Happy to walk you through my experience in detail, show you the projects, and share access to the code.

Message on Telegram ↗Download résumé (PDF)
+7 916 878-42-08·georgiy.khudobandaev@gmail.com·Telegram @georgiy_h
Open to remote / relocation / business trips