ming liu

KSC3: From Distributional Structural Internalization to Transgenerational AI Evolution — The DSI and ES–DSI Mechanisms

KSC abstracts intelligent activity into three fundamental variables: Knowledge (K), Structure generation (S), and Constraint maintenance (C). Existing KSC work describes K as the knowledge and crystallized structures available to the current task, but a deeper question remains: f...

KSC3: From Generated Structures to Inherited Knowledge — Transgenerational Capability Accumulation in AI

The KSC framework abstracts the resources underlying intelligent activity into three basic variables: Knowledge (K), Structure generation (S), and Constraint maintenance (C). Extending the K axis into the temporal dimension, this paper examines a foundational question: can candid...