Learning Lab LIVE! Unit 14 – The Shift from Prediction to Execution Intelligence: Bounded Autonomy and Geometric Metacognition

Learning Lab LIVE! Unit 14 – The Shift from Prediction to Execution Intelligence: Bounded Autonomy and Geometric Metacognition

February 7, 2026 at 11 am PT / 2 pm ET

This Learning Lab LIVE examines why complex operations require more than better prediction and why control, not output accuracy, defines intelligence in operational systems. We contrast DL-based AI, classical Active Inference, and bounded-autonomy Active Inference to show how cognition, metacognition, and safety emerge when AI governs behavior over time.

🔸 Key points you’ll learn

▪️ Why prediction alone cannot govern enterprise operations

▪️ The limits of deep learning in operational systems

▪️ How Active Inference differs from traditional AI

▪️ What bounded autonomy adds beyond classical Active Inference

▪️ Why cognition must exist before metacognition

▪️ How safer, explainable AI emerges from control-based systems

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