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Constantin Potapov Senior Python BackendAI/LLM Integration

16 years of backend in production. I build LLM pipelines and AI integrations on top of Django/FastAPI — from architecture to deployment.

Open to hire and contractsPython · Django · FastAPI · LLM

What I Do

Backend that handles load. LLM functionality shipped to production.

AI/LLM Integrations

LLM pipelines in production, agentic systems, structured output, integrating models (OpenAI/Anthropic API and others) into existing backends, token cost control

Backend Architecture

Django, FastAPI, asyncio, Celery, PostgreSQL/MariaDB, Redis, Docker, CI/CD — from data schema to deployment and monitoring

Integrations & Automation

REST, WebSocket, payments, CRM, telephony, bots, parsers, ETL — connecting services and automating routine

Product Development

MVP from idea to deploy, iterating on feedback, own SaaS products

Projects

All Projects

Aginx

Automated LLM pipeline: brief → script → media generation → cut, one loop without manual intervention. An LLM (Claude) writes the scene-by-scene script with a hook and voice direction; a Python/asyncio pipeline generates video, voice, music and subtitles via fal.ai, Replicate and ElevenLabs and stitches a finished vertical video up to 60 seconds with ffmpeg.

  • Python
  • asyncio
  • Typer
  • Pydantic
  • Claude
  • fal.ai
  • Replicate
  • ElevenLabs
  • ffmpeg
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Tech Path Finder

Educational platform for IT professionals with quizzes, mock interviews, code review, and personalized recommendations based on a knowledge decay algorithm

  • Python
  • FastAPI
  • PostgreSQL
  • Redis
  • Kafka
  • Celery
  • Next.js
  • TypeScript
  • Docker
  • OpenTelemetry
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Archetype Code

An LLM pipeline generating multi-layered personal reports from several data sources: five independent computed layers are synthesized by the model into a single structured portrait. FastAPI + PostgreSQL + Next.js, free basic result and a paid full report.

  • Python
  • FastAPI
  • PostgreSQL
  • Next.js
  • TypeScript
  • LLM
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Digital Tutor

Analytics platform for university management with tools for assessing student learning outcomes and recommendations for optimizing educational processes

  • Python
  • Django
  • PostgreSQL
  • Redis
  • Celery
  • React
  • Docker
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Slot‑Me.ru — Meeting Booking Platform

Cal.com for the Russian market: from architecture to production. FastAPI + React, FSD, OAuth, calendars, email, 196 tests.

  • FastAPI
  • React
  • PostgreSQL
  • Redis
  • TypeScript
  • Tailwind CSS
  • Docker
  • GitLab CI/CD
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PVS‑Studio Conference Engine — Landing Automation

Unified platform to auto‑generate conference landing pages and collect leads. Solved the problem of creating dozens of near‑identical pages for PVS‑Studio event participation.

  • Python
  • Django
  • PostgreSQL
  • Jinja2
  • Bootstrap
  • JavaScript
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Tech Path Finder

A career planning service for IT professionals — see where to grow and what to learn next.

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Open to hire and contracts: Python backend, LLM pipelines, AI integrations. Describe your task — I'll reply within 24 hours