2 verified briefings on Mlops. Each story includes a plain-English summary, why it matters, and the concrete action engineering teams should take.
Mallika Rao, with experience from Twitter and Netflix, presents a new framework for evaluating production AI systems. She argues traditional metrics are outdated and introduces a five-layer evaluation stack and a maturity model to prevent silent failures and manage "evaluation debt."
AI agent frameworks like CrewAI and AutoGen are moving from demos to production environments for tasks like incident response. This shift is creating a critical new challenge: a lack of established tools and practices for monitoring and observing these complex, multi-step AI systems in real-world applications.