Looking for a job

Kirsanov Dmitry

@kirsanovdmitry

Founding ML Engineer at Livi-Pro, building production LLM evaluation for a medical assistant, including deterministic release gates and 50+ regression scenarios.

Georgia

Message

At Livi-Pro, I built the evaluation framework for a medical LLM assistant from scratch and helped ship it to production. I calibrated LLM judges against human-labelled conversations and added deterministic CI gates, regression scenarios, and price-grounding checks.

I also work as Lead Expert on Practicum's Data Analysis and Data Science tracks, where I review ML projects for data leakage and validation quality. I designed the 125-hour “Python for Data Analysis” curriculum and review criteria for the expert group.

Before that, at Contec, Consulting & Legal Services, I conducted forensic financial analysis for disputes and investigations. I reconstructed financial records, traced transactions, and produced analyses used to support claims in court.

Experience

Work history, roles, and key accomplishments

Current

Founding ML Engineer

Current

Livi-Pro

Oct 2025 - Present (1 year 1 month)

Established the evaluation framework and baseline definitions of clinical dialogue quality for a live medical LLM platform. Engineered calibration pipelines, CI gates, and automated defect triaging to evaluate and benchmark production releases.

LLM Evaluation LLM As A Judge CI CD Gitlab CI Python Kubernetes Docker SQL PostgreSQL RAG Prompt Engineering Statistical Analysis

Current

Lead Expert, Data Analysis & Data Science

Current

Practicum

Apr 2022 - Present (4 years 7 months)

Headed the ML review group and owned the quality of its reviews. Designed the 125-hour 'Python for Data Analysis' curriculum, wrote lesson plans, and authored core technical modules.

Data Science MLFlow A B Testing Cross Validation Python Curriculum Design Team Leadership

Senior Financial Analyst

Contec, Consulting & Legal Services

Jul 2010 - Apr 2022 (11 years 9 months)

Conducted deep forensic audit and validation of opposing side's numbers in disputes, where data findings counted only if they held up in court. Worked on investigative audits, bankruptcies, and restructurings.

Forensic Analysis Financial Analysis Data Reconciliation Lua OCR SQL Bankruptcy Restructuring

General Manager

ADVISER Audit & Consulting

Oct 2011 - Sep 2019 (7 years 11 months)

Served as part-time general manager of an audit and consulting firm alongside the Contec role and represented the company before banks and tax authorities.