30 Sep 2026 · 50 min
AI Is a Mirror: MLOps, LLMOps & the Future of AI Engineering | Maria Vechtomova
What does it actually take to build AI systems that work in production? In this episode of Data Engineering Central, I sit down with Maria Vechtomova , AI Engineering Lead, co-founder of CAUCHY, Databricks MVP, and author of MLOps with Databricks . Maria has spent more than 12 years working across data, machine learning, MLOps, and AI engineering. We talk about how production ML has evolved from the early days of homegrown model platforms to today’s world of LLMs, agents, Databricks, MLflow, and AI-assisted coding. We dig into why LLM applications can be significantly harder to evaluate and…






