Causal Transportability for Foundation Models Under Latent Variable Shift Foundation models are powerful — but power without causal transportability is institutional risk. …
Autonomous enterprise AI Enterprise AI is entering a new phase. For years, most organizations used AI as an assistant: summarizing documents, drafting …
The Verifiable Agency Problem Artificial intelligence has crossed a threshold. For years, enterprise AI systems recommended, summarized, predicted, and assisted. Their errors …
Beyond Fluency: A Testable Theory of Consciousness-Like Experience in AI Systems Artificial intelligence has reached a point where systems can convincingly describe …
Vingean Reflection for AI Agents Imagine you are about to hand the keys of a critical system—one that moves money, approves access, …
OOD Generalization Barrier Deep networks often feel like magic — until the world changes. A model that appears “state-of-the-art” in controlled testing …
