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🌐 dev.toSource
From Dev.to - elixir: Bird Meadow v2: an external review found a silent bug, refuted my Nx port, and endorsed our audit-anchor pattern. Here's the loop closing.
🌐 dev.toSource
From Dev Community: Bird Meadow: a multi-agent Active Inference world I'd like the community to poke holes in
🌐 dev.toSource
From Dev.to - tutorial: Ambiguity Is Computational Debt: Why Structured Prompts Outperform Long Ones
🌐 dev.toSource
From Dev Community: The Handoff Component: Why AI Output That Looks Great Still Gets Rewritten
🌐 dev.toSource
Series: The Learn Arc — 50 posts through the Active Inference workbench. Previous: Part 39 — Session §7.5: Worked example Hero line. Generalized coordinates replace the single state s_t with a tower: s, s', s'', s''', … The belief is over the state and all of its derivatives at a
🌐 dev.toSource
Series: The Learn Arc — 50 posts through the Active Inference workbench. Previous: Part 40 — Session §8.1: Generalized coordinates Hero line. Eq 4.19 is Eq 4.13's continuous-time twin: a quadratic approximation to the variational free energy in generalized coordinates. Once you w
🌐 dev.toSource
Series: The Learn Arc — 50 posts through the Active Inference workbench. Previous: Part 41 — Session §8.2: Eq 4.19, the quadratic free energy Hero line. In continuous time, action is the other way to drive F down. Perception changes the belief; action changes the world so the sen
🌐 dev.toSource
Series: The Learn Arc — 50 posts through the Active Inference workbench. Previous: Part 42 — Session §8.3: Action on sensors Hero line. Session 8.4 is the sandbox. Continuous-time agent running Eq 4.19, live sliders on every precision and every derivative order, a world you can p
🌐 dev.toSource
Series: The Learn Arc — 50 posts through the Active Inference workbench. Previous: Part 43 — Session §8.4: Continuous play Hero line. Fitting an Active Inference model to data is not a separate topic. The parameters (precisions, preferences, transition kernels) are just another l
🌐 dev.toSource
Series: The Learn Arc — 50 posts through the Active Inference workbench. Previous: Part 44 — Session §9.1: Fit to data Hero line. The agent uses free energy to arbitrate between explanations of the world. The scientist uses free energy to arbitrate between models of the agent. Sa