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Evgeny NEN
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Evgeny N

@evgenyn

I build production AI infrastructure that stabilizes automations with unified, synchronized data layers for LLM agents.

Spain
Message

What I'm looking for

I’m looking to build self-hosted, production-grade AI/automation systems where unified, controlled data is treated as a first-class layer—plus end-to-end ownership from architecture and workflow design through safe deployment and evaluation.

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

SA
Current

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.

PC

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.

PS

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

KU

Kyiv National Economic University

Master's, Financial Management & Marketing

Master's studies in financial management and marketing at Kyiv National Economic University.

PD

Private Academy of Drawing

Certificate, Contemporary Painting & Drawing

1987 - 1990

Certificate program focused on contemporary painting and private academy drawing.

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