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🛠️🧭 How to Build Closed-Loop Evals for Multimodal AI Agents at Scale. 𝗠𝘆 𝟳-𝗦𝘁𝗲𝗽 𝗿𝗼𝗮𝗱𝗺𝗮𝗽 𝘁𝗼 𝗯𝘂𝗶𝗹𝗱 𝗺𝘂𝗹𝘁𝗶𝗺𝗼𝗱𝗮𝗹 𝗲𝘃𝗮𝗹𝘀 𝘁𝗵𝗮𝘁 𝗳𝗶𝗴𝗵𝘁 𝗔𝗜 𝘀𝗹𝗼𝗽. The hardest… | Maryam Miradi, PhD

Maryam Miradi presents a seven-step architecture for building closed-loop evaluations of multimodal AI agents at scale, specifically addressing the core challenge that AI can improve image quality while altering truth. The framework emphasizes faithful reproduction of content (matching ingredients, portions, and identity) through human ground truth anchors, multimodal routing, cross-modal verification, QA gates with retry logic, production drift monitoring, and iterative tuning before deployment.