Why Large Language Models Fail When the World Changes And Why Causality Is No Longer Optional
Why large language models break under distribution shift, how prediction differs from control, and why causality is essential for robust Agentic AI.
Beyond Next-Token Prediction: Why Agentic AI Needs Causal Guardrails
Exploring why the shift from Generative AI to Agentic AI requires a move from statistical correlation to causal reasoning.