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What if we've been thinking about AI all wrong? What if endless scaling isn't the answer, but instead we need systems that understand context, embody knowledge, and grasp causal relationships like living organisms do?

In this mind-expanding conversation with Mahault Albarracin, PhD, VERSES AI Director of Research Strategy – recorded on the 49th anniversary of John Boyd's seminal paper "Destruction and Creation" – we journey through the fascinating landscape where neuroscience meets artificial intelligence. Mahault shares how her background in social sciences led her to active inference, a framework that models intelligence after natural cognitive systems rather than linear engineering approaches, echoing Boyd's emphasis on breaking down outdated mental models to create adaptive new ones.

The parallels between Karl Friston's active inference and Boyd's OODA loop emerge vividly, as both frameworks highlight prediction, orientation in complex environments, and harmonizing changing tactical actions with evolving strategic intentions. We explore why current AI systems struggle with tasks humans find intuitive – they lack embodiment within spatial-temporal reality and fail to grasp how context shifts meaning, much like the limitations Boyd critiqued in rigid, backwards-planning strategies.

Perhaps most provocatively, we challenge the dominant AI doom narratives, tracing them to biases rooted in defense funding, colonial hierarchies, and adversarial worldviews. Could our fears of malevolent artificial intelligence simply reflect our own projections? What if, instead of building systems expecting friction, we created AI capable of empathy, resonance, and connection? As Mahault suggests, "The condition for AI alignment is to give it the ability to love us, to have empathy, to see us as kin rather than just objectives."

The conversation ranges from the technical details of the spatial web (creating interoperable standards for meaningful, privacy-respecting data connectivity) to philosophical questions about consciousness, harmony in multi-agent systems, and

NWO Intro with Boyd

March 25, 2025

Flow Learning Lab

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