Victor Laybats

Remote from France · Contract or team role

AI systems that survive contact with production.

I build supervised AI agents, workflow automation and API integrations, then own the tests, deployment, monitoring and failure paths needed to keep them useful.

Roles

AI Automation Engineer, AI Agent Engineer, Integration Engineer, or a focused contract engagement.

Build stack

TypeScript, Node.js, Python, n8n, Make, APIs, webhooks, RAG, Docker, Linux and VPS operations.

Operating standard

Bounded tools, human review, source grounding, structured outputs, idempotency, logs and recovery.

Inspectable first-party work

Flare Intelligence

A tool-using streaming agent grounded in structured data, with explicit uncertainty boundaries.

Read the evidence and limits

IVRYN control plane

Evidence-gated automation across nine public product sites, operated as one portfolio.

View public research