Dr. Karl Friston on the Fabric of Intelligence - Intelligent Agents, State Spaces, Active Learning

Denise Holt reports from the 4th Annual International Workshop on Active Inference (IWAI), September 2023, where the highlight of the event was a 1.5 hour long exclusive presentation with the father of Active Inference & the Free Energy Principle, Dr. Karl J. Friston, Chief Scientist at VERSES AI. In this groundbreaking video, Dr. Friston unveils his latest research on Active Inference, shedding light on its potential as a systematic blueprint for Artificial General Intelligence (AGI). Watch as Friston and his VERSES team pioneer a new kind of AI that mimics biological intelligence, making any data 'smart'. Learn how intelligent agents leverage generative models and state spaces to perceive, adapt to, and reshape environments. Witness Friston’s simulations of autonomous systems dynamically pooling knowledge through emergent communication protocols to achieve flexible, human-like coordination. Witness the structured learning breakthroughs that move beyond today’s pattern recognition to decode raw data streams into organized representations, goals, and plans - the foundations for artificial general intelligence. Find out how VERSES’ Spatial Web Protocol enables seamless belief sharing across specialized agents to form efficient, mutually predictable worlds. Gain perspective on inductive planning, information-theoretic formalisms, model comparison, epistemic foraging, dynamics of learning, and more groundbreaking Active Inference innovations. While Friston’s presentation was meant only as a glimpse, these insights keep VERSES AI at the leading edge of creating Autonomous Intelligent Systems (AIS) that can understand, communicate, and adapt as humans do.   🎥 Chapters: 00:00 — Introduction by Tim and Karl Friston’s Opening Remarks 06:09 — The Significance of Free Energy in Understanding Life 07:10 — Exploring Markov Blankets and Factor Graphs 09:56 — Hierarchical Generative Models and Time Perception 13:36 — Active Inference and Planning with Expected Free Energy 15:40 — Joint Free Energy and Generalized Synchrony in Physics 16:40 — The Role of Paths and Intentions in Physics and Active Inference 17:35 — Specifying Endpoints of Paths as Goals 30:26 — Communication and Belief Sharing in Federated Systems 31:35 — Generative Models and Perception in Agents 40:19 — Model Comparison and Latent State Discovery 41:25 — Active Model Selection and Handwritten Digit Styles 45:30 — Structured Learning and Object Localization 49:10 — Epistemic Foraging and Confidence in Learning 50:21 — The Dynamics of Information Gain and Learning 51:29 — Conclusion and Q&A Begins 01:19:33 — Emphasis on Constraints in the Free Energy Principle 01:23:40 — Closing Remarks 01:24:55 — Karl Friston’s Reflections on the Field’s Evolution and the Next Generation   All content for Spatial Web AI is independently created by Denise Holt. 🧠  Don't miss the opportunity to stay at the forefront of AI innovation! Empower me to continue producing the content you love, as we expand our shared knowledge together. Become part of this movement, and join my Patreon Community where you will get early and behind the scenes access to the most cutting edge AI news and information. patreon.com/SpatialWebAI   You can also learn more on my blog: https://deniseholt.us   Explore the Future of AI with Active Inference and gain insights into this revolutionary approach! Subscribe to my channels on YouTube, Spotify, Apple, Amazon, and more, and subscribe to my newsletter on LinkedIn, for more ground breaking content.   #ActiveInferenceAI  #KarlFriston #IntelligentAgents #VERSESAI #FreeEnergyPrinciple #AGI #FutureofAI #FirstPrinciplesAI