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Sergey I.

Sergey I.

AI Backend Engineer - LLM Integration, RAG Systems, Python

I help startups and product teams ship AI features that work in production — LLM integrations, RAG pipelines, and serverless backends. 6+ years in Python backend. The last 2 focused on AI: LLM routing, multi-provider API management, vector search, and cloud automation across Azure, AWS, and Google Cloud. What I've shipped: → LLM routing engine across OpenAI, Anthropic, and Google — cut API costs by 15-20% for a B2C AI app with real users → Automated RAG memory system on Google Cloud: pulls TL;DV meeting transcripts, organizes into client folders on Google Drive, indexes into Qdrant. Managed entirely through Claude via MCP — no manual work. Cut client's AI costs by 80% ($100 to $20/month). Runs on free tier. → Serverless annotation backend for computer vision pipelines: Azure Functions, CosmosDB, Blob Storage, CVAT integration — replaced manual workflows with automated pipelines → Open-source unified LLM SDK on PyPI (llm-api-adapter): single interface for OpenAI, Anthropic, and Google with cost tracking, token accounting, and error taxonomy What I build: - LLM integrations (OpenAI, Anthropic, Google — single or multi-provider) - RAG systems: chunking strategies, vector indexing (Qdrant), hybrid retrieval - Serverless backends: Azure Functions, Google Cloud Run, Cloud Functions, Cloud Tasks - Python APIs: Flask, FastAPI, SQLAlchemy - Automation pipelines: event-driven, async, cloud-native - CI/CD: GitHub Actions, Azure DevOps Stack: Python, Flask, FastAPI, SQLAlchemy, RESTful APIs AI/LLM: OpenAI API, Anthropic API, Google AI, Gemini API, LLM routing, prompt engineering, RAG Azure: Functions, CosmosDB, Blob Storage, Container Apps, Container Registry, Bicep IaC Google Cloud: Cloud Run, Cloud Functions, Cloud Tasks, Cloud Scheduler, Firestore, Drive API, Docs API AWS: EC2, RDS, Route 53 Vector DB: Qdrant DB: PostgreSQL, CosmosDB, Firestore DevOps: Docker, GitHub Actions, CI/CD Available for project-based and long-term contracts. Async-friendly.

🇮🇱Rishon LeTsiyyon, Israel$45/hr100% JSS5.00 (1)Since Jul 2023

Earnings and projects

MRR (estimate)
≈$0

An estimate from an earlier read

World#339,046 / 412k
🇮🇱Country#566 / 682
Revenue, last 30 days
$0
Total earnings
$1.9k

Billed in all: $2.4k

World#339,046 / 412k
🇮🇱Country#566 / 682
Per project
$945
Projects, last 6 months
0
World#209,850 / 412k
🇮🇱Country#282 / 682
Projects in all
2
50% fixed50% hourly
World#328,886 / 412k
🇮🇱Country#486 / 682

Earnings, last 30 days

$2.4kNothing earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$2,325$2,350$2,375$2,400Oct 9Oct 24Nov 8

No data since Nov 5, 2026.

Skills