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Jul 5, 2026Natural Intelligence Is Not a Brand Claim
Universal Natural Intelligence is my architecture, but the deeper science belongs to the world.
Jul 5, 20263 min read0 reactions0 comments
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Jul 5, 2026The Machine Room Is Not the Family Table
A gentle distinction: machines can calculate patterns, but families carry consequence.
Jul 5, 20263 min read0 reactions0 comments
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Jul 5, 2026From Dirt to Inference: Why I Am Starting at the Family Table
Before Universal Natural Intelligence is a lab, a website, a model, or a manuscript, it is a return to the oldest human question: how do we know what to do next, together?
Jul 5, 20264 min read0 reactions0 comments
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Jul 5, 2026Open Doors, Open Evidence, Open Hands
The invitation is not to believe. The invitation is to help test, translate, feed, teach, and repair.
Jul 5, 20263 min read0 reactions0 comments
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Jun 11, 2026Active Inference, taught with the math actually worked through
A free 12-week Active Inference pilot where every equation runs in a clonable Elixir/Jido workbench — mean-field VMP, policy precision on G, Markov blankets made numerical, and a cue task with five ablations.
Jun 11, 20262 min read0 reactions0 comments
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May 7, 2026Bird Meadow: a multi-agent Active Inference world I'd like the community to poke holes in
Test body. Probing for what triggers 422.
May 7, 20264 min read0 reactions0 comments
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May 7, 2026Bird Meadow v2: an external review found a silent bug, refuted my Nx port, and endorsed our audit-anchor pattern. Here's the loop closing.
External-review credit: Jeremy Jones ran the v1 + v2 adversarial review panels (eight-critic...
May 7, 20268 min read0 reactions0 comments
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May 31, 2026Where the Theories Stop
I built a running cognitive architecture and logged everything. Here's what Friston and Tononi...
May 31, 20266 min read1 reactions0 comments
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Apr 20, 2026Active Inference — The Learn Arc, Part 50: Series capstone
Series: The Learn Arc — 50 posts through the Active Inference workbench. Previous: Part 49 —...
Apr 20, 20263 min read0 reactions0 comments
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Apr 20, 2026Active Inference, The Learn Arc — Part 8: Chapter 7 — POMDPs, Sophisticated Planning, and Dirichlet Learning
Series: The Learn Arc — 50 posts teaching Active Inference through a live BEAM-native workbench. ←...
Apr 20, 20265 min read0 reactions0 comments
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Apr 20, 2026Active Inference, The Learn Arc — Part 25: Session §4.3 — Expected Free Energy, Introduced Concretely
Series: The Learn Arc — 50 posts teaching Active Inference through a live BEAM-native workbench. ←...
Apr 20, 20265 min read0 reactions0 comments
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Apr 20, 2026Active Inference, The Learn Arc — Part 2: Chapter 1 — Perception, Action, Learning as One Loop
Series navigation — ◀ Part 1: Why I built a BEAM-native workbench for the Free Energy Principle ·...
Apr 20, 20266 min read0 reactions0 comments