Emergent Abilities: The Architectural Imperative for Unbidden Intelligence
The sudden, qualitative appearance of 'emergent abilities' in large language models, unbidden and unpredictable, reveals a profound design flaw in our current understanding of advanced AI. This phenomenon demands a radical architectural transformation, moving beyond observational incrementalism to a first-principles understanding of how and why emergence manifests for predictable sovereignty.