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@auser37

AI research and evaluation professional building LLM workflows at Operator Ventures, with explicit criteria and human-review gates for quality.

Vietnam
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At Operator Ventures / Mechanics AI Systems Agency, I build and operate AI-enabled products and transformation systems, from research and requirements through workflow design, quality control and launch. I design multi-step LLM and agentic workflows with explicit acceptance criteria and human-review gates.

At Agentic State Institute, I wrote The Agentic State framework and book on AI-native public administration. I research and fact-check public policy, technology and institutional design, and develop analytical materials in Russian and English.

At Government of Moscow, I led complex programs across entrepreneurship, innovation and export development. During the pandemic, I coordinated 25 industry working groups, review of 794 business initiatives and a front office that processed 62,000+ requests in its first two months.

Experience

Work history, roles, and key accomplishments

BS
Current

Founder & Product Creator

BIA Women's Longevity / SREDA

Jan 2025 - Present (1 year 9 months)

Created AI-enabled consumer products with structured domain content, safety boundaries, human-review workflows and product QA. Defined evaluation criteria for correctness, clarity, tone, safety and escalation.

OA
Current

Founder & Director

Operator Ventures / Mechanics AI Systems Agency

Jan 2024 - Present (2 years 9 months)

Builds and operates AI-enabled products and transformation systems, from research and opportunity definition through requirements, workflow design, implementation, quality control and launch. Designs multi-step LLM and agentic workflows with explicit acceptance criteria and human-review gates.

PO

Public Policy & Regional Development

Presidential Administration - Plenipotentiary Office

Jan 2003 - Dec 2005 (2 years 11 months)

Contributed to regional-development, public-policy and cross-institutional initiatives in the Volga Federal District, including project-office work and competitiveness programs.

Education

Degrees, certifications, and relevant coursework

NS

National University of Singapore

Policy Innovations: Current Trends and Opportunities, Public Policy

2019 - 2019

Completed a course on Policy Innovations: Current Trends and Opportunities at the Lee Kuan Yew School of Public Policy, National University of Singapore in 2019.

RA

Russian Presidential Academy of National Economy and Public Administration

Executive Master in Public Management, Public Management

2018 - 2019

Pursued an Executive Master in Public Management at the Graduate School of Public Administration, RANEPA from 2018 to 2019.

RA

Russian Presidential Academy of National Economy and Public Administration

Master of Public Administration, Public Administration

2013 - 2015

Completed a Master of Public Administration program at the Russian Presidential Academy of National Economy and Public Administration from 2013 to 2015.

NL

Nizhny Novgorod State University named after N. I. Lobachevsky

Political Science, Political Science

2003 -

Studied Political Science at Nizhny Novgorod State University named after N. I. Lobachevsky, starting in 2003.

Tech stack

Software and tools used professionally

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