https://www.infoq.com InfoQ Agile Presentations feed https://www.infoq.com/presentations/eval-ai-adoption/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Agile-presentations <img src="https://res.infoq.com/presentations/eval-ai-adoption/en/mediumimage/medium-1779185675202.jpeg"/><p>Mallika Rao discusses the hidden risk of evaluation debt in production AI systems, drawing on her experience at Twitter, Walmart, and Netflix. She explains why traditional metrics fail modern architectures, breaks down a five-layer evaluation stack spanning infrastructure and UX, and shares a diagnostic maturity model to help engineering leaders eliminate silent semantic failures.</p> <i>By Mallika Rao</i> Adoption Artificial Intelligence Large language models QCon AI 2025 AI, ML & Data Engineering presentation Fri, 29 May 2026 12:00:00 GMT https://www.infoq.com/presentations/eval-ai-adoption/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Agile-presentations Mallika Rao 2026-05-29T12:00:00Z /presentations/eval-ai-adoption/en https://www.infoq.com/presentations/insurance-platform-engineering/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Agile-presentations <img src="https://res.infoq.com/presentations/insurance-platform-engineering/en/mediumimage/sergiu-petean-medium-1779181418266.jpeg"/><p>Sergiu Petean discusses the strategic journey of evolving DevOps into platform engineering within heavily regulated enterprise environments. He explains how to maximize efficiency using dynamic reference architectures, align platform KPIs directly with board-level business goals, reduce cognitive load via custom team topologies, and maintain innovation sovereignty through open-source technology.</p> <i>By Sergiu Petean</i> Transcripts Platform Engineering Innovation InfoQ Dev Summit Munich 2025 Culture & Methods presentation Mon, 25 May 2026 11:35:00 GMT https://www.infoq.com/presentations/insurance-platform-engineering/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Agile-presentations Sergiu Petean 2026-05-25T11:35:00Z /presentations/insurance-platform-engineering/en