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Kohiry UserKU
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Kohiry User

@kohiryuser

I build production LLM agents, RAG systems, and Python backends from POC through cloud deployment.

Georgia
Message

What I'm looking for

I'm looking for remote work with POC/MVP-stage startups or established products that need to strengthen their AI engineering team. I want to build production LLM systems end to end, from backend architecture and RAG to infrastructure, quality controls, and cost metrics.

I've shipped LLM products at Agenticlab and Sber, building production RAG systems, agent workflows, answer-quality controls, and the backend services around them.

At Agenticlab, I was the sole backend engineer taking a B2B insurance AI platform from POC and MVP to production. I split a FastAPI monolith into isolated services, built cloud infrastructure and observability, added golden-dataset regression checks, and reduced OpenAI API spend by 15% with Redis caching.

At Sber and BTE, I built Self-RAG pipelines, critic and validator agents, document-processing assistants, and prompt-management services. I also eliminated hallucinated figures by moving calculations from the LLM into tool calling.

I work end to end across Python, FastAPI, LLM infrastructure, data pipelines, CI/CD, and security-conscious integrations. I'm open to remote POC/MVP-stage startups and established products strengthening their AI engineering teams.

Experience

Work history, roles, and key accomplishments

Education

Degrees, certifications, and relevant coursework

Volga State University of Telecommunications and Informatics logoVI

Volga State University of Telecommunications and Informatics

Bachelor's Degree, Information Systems and Technologies

2025 -

Pursuing a degree in Information Systems and Technologies through part-time distance learning.

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