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Sergey Borovkov

n8n Automation & AI Systems Engineer | Reliable Agentic Workflows · RAUNEM

Voronezh · UTC+3

About

I design and build reliable n8n-centred automation systems that combine APIs, Python and TypeScript services, LLMs, databases, and human approval workflows. My focus is production reliability rather than single-path demos: validation, deduplication and idempotency, retries, provenance tracking, monitoring, explicit failure paths, and maintainable handover documentation. Recent work includes a multi-stage AI content and commercial-intelligence system, a commissioned B2B platform with lead capture and n8n-driven notifications, and an opportunity-intelligence system that applies deterministic qualification rules and LLM analysis to produce reviewable ranked outputs. I work best on paid pilots, fixed-scope implementations, workflow audits, and ongoing improvement of existing automation systems. International communication is handled professionally in written English through asynchronous requirements, technical discussion, documentation, and project reviews.

n8n experience

AI agents in n8nSelf-hosted n8n
n8nAI automationAI agentsWorkflow architecturePythonTypeScriptJavaScriptAPI integrationLLM integrationRAGSQLPostgreSQLDockerWebhooksData pipelinesError handlingIdempotencyMonitoringHuman-in-the-loopOpenAI APIAnthropic APIREST APIsWebhooksPostgreSQLSupabaseTelegramSMTPlocal LLMs