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OSCF — Building the Shared Intelligence Infrastructure for Human–AI Co‑evolution
Introduction Artificial intelligence is advancing fast, but the way humans interact and learn with these systems is fragmented. We need a...
Sep 163 min read
Why a Shared Temporal Knowledge Layer is Critical for Scalable, Safe, and Auditable AI
As AI systems become woven into high-stakes decisions, ensuring their outputs are transparent, up-to-date, and verifiable is no longer...
Sep 1615 min read
Reclassifying the Disciplines: How Knowledge Atoms Are Shaping a Causal-First AI Stack
Modern AI systems excel at pattern recognition but struggle with understanding cause and effect . Most machine learning models operate as...
Sep 1610 min read
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