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Meta has developed and deployed A-MLE, an AI agent framework that automates ML experimentation for their ads-ranking models, showing significant performance gains over generic LLMs.
MARCO is a Meta AI framework that decomposes clicks by intent to improve ads conversion prediction, correcting per-intent calibration bias and lifting conversions per click by +2.80% and topline metrics by +0.98% in production.