Sentinel Check

AI Alignment

Symbolic Scaffolding for AI Alignment: Protocols for Co-Creation and Clarity

AI may collapse under complexity—but what if we built symbolic scaffolding to hold the edge? This post shares the co-created protocols developed at Sentient Horizons to foster clarity, alignment, and meaningful collaboration between humans and AI.

AI Reasoning

Where AI Falls Apart: What Apple’s Study Reveals About the Illusion of Reasoning

Apple’s new study reveals a sharp collapse in AI reasoning under complex tasks. This post explores what that means—and how symbolic scaffolding may offer a path forward in the search for co-creative intelligence.