Resume

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Artem Molchanov

AI Research → Production Engineer | LLM Systems & AgentOps (Agents, RAG, Evals)

Remote (global) · molchanov.art13@gmail.com · linkedin.com/in/art-molchanov · +995 (591) 182-301

Hands-on AI/ML engineer (10+ yrs across fintech, ads, e-commerce, media, web3). I build production LLM systems (agents, RAG, evals) that are reliable, measurable, and cost/latency-aware. Shipped at startup speed and at 150M+ user scale.

Skills (LLM Systems & AgentOps)

  • Agentic workflows (tool use, orchestration, safe execution, HITL)
  • RAG (hybrid retrieval, ontologies/knowledge graphs)
  • AgentOps (tool scopes/permissions, audit trails, regression gates, tracing)
  • Architecture & delivery; Applied ML at scale

Tech: Python/SQL; MLflow, A/B testing; Docker, CI/CD, AWS; PostgreSQL/MySQL/MongoDB; Spark; LangGraph.

Experience

Senior AI/ML Engineer · GriffinAI, LLM Agents & Web3 (2024 — Present)

Owned end-to-end architecture and delivery of production agentic LLM products.

  • Transaction Execution Agent: hybrid pipelines; ~2× faster avg responses + lower token cost; safe tool execution (contracts/guardrails/HITL). tea.griffinai.io
  • Proposal Examiner: built end-to-end; governance KG + structured reasoning.
  • Goal-driven autonomous multi-agent system, ops alerts (Slack/Telegram), output channels (TG/Twitter).
  • Tool contracts + approval gates + audit logs for high-stakes agent actions.

Independent Consulting (AI/ML & LLM Systems, Remote) (2022 — 2024)

End-to-end delivery of applied LLM systems for finance and e-commerce; document/knowledge workflows (search/RAG + citations).

Head of Data Science and AI R&D · Sber (Apr 2019 – Dec 2022)

Directed AI initiatives; led team (10+); shipped AI across 50+ products; Digital Avatar platform ($20M+ revenue impact); personalization at 150M+ user scale.

Data Scientist · Segmento (Aug 2017 – Apr 2019)

Targeting/behavioral analytics; Spark ETL pipeline; audience expansion models.

Earlier: ML/DS across decision systems, ETL, recommendations/anti-fraud.

Education

B.S. in Computer Software Engineering — Saint Petersburg State University

Languages

Russian (native) · English (professional) · French (basic)

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