We cover the journey of Feed Deep Dive – AI-enabled experiences on Facebook Feed – from launch to finding product market fit. We look into the role of context engineering, reasoning models and agentic AI in driving user delight. We also look into cohort analysis, targeting ML models in building retentive behaviors and setting the path toward deeper usage for AI products.