Evgeny N
@evgenyn
I build production AI infrastructure that stabilizes automations with unified, synchronized data layers for LLM agents.
What I'm looking for
I focus on the root cause of unstable automation: fragmented, unsynchronized data. I build production-ready hybrid database systems that unify structured and unstructured company data into a reliable layer for automation and AI services.
From scratch, I’ve created synchronized PostgreSQL + Qdrant infrastructure with an embedding layer, optional re-ranking and NER, and an orchestration router. The result is a single point of storage, access, and control—self-hosted, with no vendor lock-in—so workflows and integrations stay stable from the start.
I also bring hands-on expertise in LLM and agent reliability. For agent-heavy production systems, I built a persistent memory and context layer (Mnemostroma) under an FSL license to address context loss, repeated work, and decisions made on stale data, with agent persistence across sessions.
Beyond the infrastructure, I deliver end-to-end: n8n workflow design and automation, API/webhook integrations, LLM orchestration, and production deployment. My background spans building from zero across financial systems, SaaS products, and AI automation pipelines—so I can translate business needs into technical logic, evaluate what’s worth implementing, and take full delivery ownership.
Experience
Work history, roles, and key accomplishments
AI Systems Engineer
Scale AI (Outlier) / Meta AI
Jan 2022 - Present (4 years 6 months)
Designed and delivered production AI systems including LLM integrations, workflow orchestration, and knowledge retrieval. Owned the full system lifecycle and performed LLM evaluation and safety/alignment checks (RLHF/SFT, response ranking, instruction-following, prompt stress-testing) under NDA.
Co-Founder & Marketing Lead
Modern Interior / Studio Segreti di stile
Jan 2012 - Jan 2022 (10 years)
Co-founded and scaled a boutique real estate and interior design business. Led full-cycle marketing, partner network development, and cross-functional team management through end-to-end deal delivery.
Real Estate Agent
Real Estate Agency
Jan 2008 - Jan 2012 (4 years)
Worked as a real estate agent handling market/pricing analysis and client consulting. Supported full-cycle real estate transactions and property advertising.
Head of Consumer Lending Department
Top-10 Bank
Jan 2003 - Jan 2007 (4 years)
Built and scaled the consumer lending division across a national retail network. Developed lending methodology and risk frameworks with national compliance documentation and coordinated product marketing strategy and staff training.
Director, Credit Company
Private Finance Company
Jan 2000 - Jan 2003 (3 years)
Recruited to operationalize a consumer finance organization as executive and operational director. Built internal systems and decision-making processes and led a turnaround from loss-making to profitable competition.
Motion Designer / Post-Production
Post-Production Studio
Jan 1996 - Jan 1999 (3 years)
Produced motion graphics and visual effects for commercial productions and handled video editing. Developed hands-on post-production experience for client work.
Education
Degrees, certifications, and relevant coursework
Kyiv National Economic University
Master's, Financial Management & Marketing
Master's studies in financial management and marketing at Kyiv National Economic University.
Private Academy of Drawing
Certificate, Contemporary Painting & Drawing
1987 - 1990
Certificate program focused on contemporary painting and private academy drawing.
Availability
Location
Authorized to work in
Portfolio
github.com/GG-QandV/context-managerJob categories
Skills
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