No MCP, No Zod: Lean AI Agents in Node.js and Vertex AI [ukr]

AI development hits everyone, so hit us. Everybody wants AI agents to replace regular UIs. In this talk, I will describe the evolution of our multitool AI agent, built with Node.js on top of Google Vertex AI. I’ll dive into our journey of choosing the right models and scaling development through CI/CD, TDD, and performance monitoring. Is it even possible to achieve stable results for AI projects that can hallucinate and return various responses? Interestingly, we eventually decided to remove MCP servers and Zod schema validation—technologies often considered the "standard" for these tasks.

Want to know why we moved away from them? Join my session to get these insights and ask your questions live!

Andrii Shumada
WalkMe
  • R&D Team Lead at WalkMe
  • 16 years in Software Engineering, 14 years in Node.js
  • Enjoys challenges in high-load projects
  • Advocate of TDD and “everything as a code”
  • Public speaker, open source contributor
  • GitHub, website
Sign in
Or by mail
Sign in
Or by mail
Register with email
Register with email
Forgot password?