Definity embeds agents inside Spark pipelines to catch failures before they reach agentic AI systems — AI infrastructure reliability

Context

Definity, a Chicago-based data pipeline operations startup, has embedded agents inside Spark pipelines to catch failures before they reach agentic AI systems. This approach aims to improve AI infrastructure reliability by providing real-time, production-aware context and control over pipelines. Relevant for data engineering teams running production Spark environments, as it can help reduce troubleshooting time and optimize pipeline performance.