Definity raises $12M to embed AI agents inside Spark pipelines, catching failures and bad data before they reach the agentic AI systems that depend on them.

AI-native applications are fundamentally different from traditional software: the AI model becomes the core, and everything else built around it is secondary. The result is a new class of software ...