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Константин Потапов

Constantin Potapov

Senior Python Backend · AI/LLM Integration

Open to hire and contracts
16 years of backend in productionAI/LLM integrations

I untangle complex systems and ship them to production

Backend under load, LLM pipelines, legacy and migrations. No pretty wrapper over chaos.

  • FastAPI / Django / asyncio — from spec to deploy
  • LLM pipelines and AI integrations in existing backends

What I solve

Senior Python backend on long-term contracts — from spec to production. The four jobs clients come with.

Backend under load

FastAPI or Django from spec to deploy: caching, indexes, query optimization, CI/CD and documentation.

Untangle a complex system

Legacy, technical debt, bottlenecks, migrations. I get into context, find the real problem, and bring it to a working state.

Internal tooling & automation

Bots, ETL, CRM and external API integrations, logging, internal platforms. Python, reliable, with support.

R&D & AI integrations

Prototypes, LLM pipelines, embeddings, AI-assisted development — where it delivers a result, not hype.

Recent work

Two loops taken to production: product infrastructure and independent R&D.

PVS-Studio

Lead Python Backend / R&D · 2020–2025

Developed pvs-studio.com and ~20 related projects. SmartCache on Redis, 152-FZ web infrastructure compliance, a logging platform with a Python SDK, migrated the site from Python 3.9 to 3.13.

  • Python
  • Django
  • FastAPI
  • Redis
  • MariaDB
  • Docker

Tech Path Finder

Independent / R&D · 2025 — present

Public EdTech MVP: FastAPI, async SQLAlchemy, PostgreSQL, JWT/OAuth, RBAC, rate limiting, AI content generation and mock interviews. Full stack from backend to Next.js.

  • FastAPI
  • PostgreSQL
  • pgvector
  • Next.js
  • OpenRouter
16
years of backend in production
Full experience, education and stack

How I work

A backend engineer with an R&D focus: I like problems where you have to understand a complex system, find the technical blocker, and take the solution to production. I work well with legacy, migrations, caching, integrations, and internal tooling.

I don't sell «magic AI» — I assemble managed loops: find the manual loop, pick a safe first step, build in checks. LLM tools speed up the work without replacing engineering responsibility.

Stack

  • Python
  • Django
  • FastAPI
  • SQLAlchemy
  • PostgreSQL
  • MariaDB
  • Redis
  • pgvector
  • Docker
  • Linux
  • Nginx
  • CI/CD
  • Celery
  • LLM / embeddings

Got a complex technical challenge?

Looking for long-term contracts: backend, R&D tooling, complex systems. Describe the task — I'll reply within 24 hours.

Books

I write short engineering mini-books — no mysticism, no hype, about what actually changes the work.

«Digital Transformation» book cover by Constantin Potapov

Digital Transformation

How to spot the technological shift before the market and collect AI dividends

An expert mini-book for decision makers: where AI can already be built into the work, where it's still too early, and how not to buy a pretty imitation of transformation.

Free · PDF · 5 parts · 22 chapters

Open the book

Indexes Without Magic

How to read query plans and make the database do less work

A practical mini-book for anyone who has seen the slow query log: why one index saves your evening, another changes nothing, and a third quietly chokes writes.

Free · PDF · 5 parts · 20 chapters

Open the book

Outside engineering I make melodic heavy metal under my own name — two albums on streaming: Yandex MusicSpotifyApple Music