Beyond LLMs: Active Inference, the OODA Loop & Universal Natural Intelligence | Michael Polzin

Send us Fan MailThe OODA loop was never about going fast. Michael Polzin, regenerative architect and founding operator of Universal Natural Intelligence, came on to prove it, and to argue that active inference, the math underneath Boyd's orientation, is now buildable as a working intelligence that uses no machine learning at all.Polzin's frame: humans are prediction machines. We forecast before we act, we get surprised when reality disagrees, and we survive by calibrating our signals against the world and each other. He separates true from honest, teaches calibration with tape measures and chopsticks, and tells the story of a single team and process that outlasted twelve years and half a million devices by recalibrating as the world changed. Then he describes agents given a world but no goal, who met broken tools with adaptation instead of panic, and whose behavior can be dialed into anxiety, depression, and intoxication by moving mathematical sliders.Ponch ties it to orientation, to getting inside the OODA loop through genetics, culture, and language rather than speed, and to the show's founding line: attack the system, never the person. Plus the launch of EducateWright and its $25 million anti-violence and active inference pledge.OODA loop, John Boyd, real OODA loop, orientation, active inference, free energy principle, universal natural intelligence, beyond LLMs, decision making underJohn R. Boyd's Conceptual Spiral was originally titled No Way Out. In his own words: “There is no way out unless we can eliminate the features just cited. Since we don’t know how to do this, we must continue the whirl of reorientation…” A promotional message for Ember Health.  Safe and effective IV ketamine care for individuals seeking relief from depression. Ember Health's evidence-based, partner-oriented, and patient-centered care model, boasting an 84% treatment success rate with 44% of patients reaching depression remission. It also mentions their extensive experience with over 40,000 infusions and treatment of more than 2,500 patients, including veterans, first responders, and individuals with anxiety and PTSD Stay connected with No Way Out and The Whirl Of ReOrientationX: @NoWayOutcast · @PonchAGLX · @NoWayOutMooseSubstack: The Whirl Of ReOrientation - www.thewhirl.substack.com