Open-science Institute for learning, researching, and applying Active Inference.

Joined July 2020
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Welcome šŸ‘‹: welcome.activeinference.inst… Join Discord: šŸ’¬ discord.activeinference.inst… Explore Projects: šŸ” projects.activeinference.ins… Active Inference Ecosystem: 🌐 ecosystem.activeinference.in… Videos: šŸŽ„ video.activeinference.instit… Volunteer: 🌱 volunteer.activeinference.in… Intern: šŸŽ“ intern.activeinference.insti… Newsletter: šŸ“° newsletter.activeinference.i… Fellows Program: šŸ“– fellows.activeinference.inst… Partnerships: šŸ¤ partnerships.activeinference… Support the Institute: šŸ’– support.activeinference.inst… Join us in advancing the field of Active Inference and be part of our growing community!
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Announcements for week of June 8, 2026 weekly.activeinference.insti… Upcoming Livestreams: ModelStream #008.1 ~ 6/12/2026 at 1 UTC Mehran Hossein Zadeh Bazargani Online Generalised Predictive Coding youtube.com/live/0pKxmZg5qXA ModelStream #009.1 ~ 6/18/2026 at 12 UTC James McClure, Gethin Norman Formal Verification of Discrete Active Inference Systems in PRISM youtube.com/live/-q8XqVxQqXQ ā€œFundamentals of Active Inferenceā€ textbook group The first cohort of the ā€œFundamentals of Active Inference: Principles, Algorithms, and Applications of the Free Energy Principle for Engineersā€ textbook group is ongoing! Register for the Textbook group here — textbook-group.activeinferen… Open Project Meetings this week: See activities.activeinference.i… for the location of all events listed here. 6/9/2026, 17:00 UTC — ā€œFundamentals of Active Inferenceā€ ~ Textbook Group 6/10/2026, 17:00 UTC — CogNarr Ecosystem project 6/11/2026, 13:00 UTC — RxInfer.jl ~ Learning session 6/12/2026, 13:00 UTC — ā€œFundamentals of Active Inferenceā€ ~ Textbook Group Join the Discord: discord.activeinference.inst… Learn more about the Active Inference Ecosystem ecosystem.activeinference.in… Make a Measurement to get your update included in the upcoming Newsletter: measure.activeinference.inst… We are a 501(c)(3) educational non-profit. Donate at: donate.activeinference.insti… Email blanket@activeinference.institute with any questions.
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ModelStream #008.1 ~ 6/12/2026 at 1 UTC Mehran Hossein Zadeh Bazargani Online Generalised Predictive Coding youtube.com/live/0pKxmZg5qXA Paper: arxiv.org/abs/2605.02675
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Fundamentals of Active Inference Open Source code available up through Chapter 10 youtu.be/tmqPfDfQ5-s github.com/ActiveInferenceIn…
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May 2026 Newsletter šŸ“”šŸŸšŸŒ Active Inference Institute activeinferenceinstitute.sub…
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ModelStream #008.1 ~ 6/18/2026 at 12 UTC James McClure, Gethin Norman Formal Verification of Discrete Active Inference Systems in PRISM youtube.com/live/-q8XqVxQqXQ
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Policy Entanglement in Active Inference: A Coupling-Parameter Deformation Framework for Multi-Stream Policy Posterior Distributions, Machine-Checked and Simulated with a Typed Float Boundary Code: github.com/ActiveInferenceIn… Paper: zenodo.org/records/20419637 Daniel Friedman Active inference models often need to choose among several policy streams at once, for example streams tied to different effectors, sensory channels, agents, agents within a group, or planning horizons. Standard discrete active-inference implementations keep this manageable by treating those streams as independent, but that simplification removes the dependencies that make coordinated action possible. This manuscript introduces policy entanglement: a controlled deformation of the usual independent policy posterior by a scalar coupling strength and explicit compatibility and preference potentials. The construction preserves the finite active inference setting while making cross-stream dependence a first-class modeling object rather than an implicit artifact of the chosen factorization. The framework keeps a claim-strength ledger that distinguishes exact recoveries, parameterized embeddings, numerical witnesses, and structural analogies. Mean-field active inference is the exact independent case. Products of experts, copula variational inference, options, hierarchical and sophisticated inference, branching-time active inference, renormalization-style compression, and Markov-blanket multi-agent views are connected as special cases through their stated posterior-factorization maps. The central result is a free-energy decomposition that separates ordinary per-stream free energy, coupling preference terms, the coupling normalizer, and the information cost of leaving independence.
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Code examples for Ch 1, 2, 3 now available! youtube.com/watch?v=qwjwbiJ1… github.com/ActiveInferenceIn… More code and methods will be added as the textbook group proceeds
"Fundamentals of Active Inference" is now published! mitpress.mit.edu/97802620509… Textbook Group begins in April at the Institute, all levels of familiarity with Active Inference welcome to join: coda.io/form/Active-Inferenc…
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Fundamentals Textbook group has begun, first recording: youtube.com/watch?v=7UbCTp7B… Register at textbook-group.activeinferen…
"Fundamentals of Active Inference" is now published! mitpress.mit.edu/97802620509… Textbook Group begins in April at the Institute, all levels of familiarity with Active Inference welcome to join: coda.io/form/Active-Inferenc…
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A Literature Review Architecture for Active Inference: Scalable Assertion Extraction, Nanopublications, and Citation-Weighted Hypothesis Scoring: A Computational Meta-Analysis of the Active Inference Literature (2000–2026) zenodo.org/records/19461934 Daniel Friedman & Joel Dietz github.com/ActiveInferenceIn…
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Announcements for week of April 8, 2026 weekly.activeinference.insti… Upcoming Livestreams: ModelStream #007.3 ~ 4/9/2026 at 15 UTC with Conor Heins et al.: ā€œpymdp 1.0.0ā€œ youtube.com/live/dBAx-VDVcPQ Code: github.com/infer-actively/py… ā€œFundamentals of Active Inferenceā€ textbook group The first cohort of the ā€œFundamentals of Active Inference: Principles, Algorithms, and Applications of the Free Energy Principle for Engineersā€ textbook group is starting on April 21st! Register for the Textbook group here — textbook-group.activeinferen… Learn more about the author, Sanjeev Namjoshi, here — sanjeevnamjoshi.com/ Open Project Meetings this week: See activities.activeinference.i… for the location of all events listed here. 4/9/2026, 13:00 UTC — RxInfer.jl ~ Learning session. 4/10/2026, 13:00 UTC — RxInfer.jl ~ Projects session. Join the Discord: discord.activeinference.inst… Learn more about the Active Inference Ecosystem ecosystem.activeinference.in… Make a Measurement to get your update included in the upcoming Newsletter: measure.activeinference.inst… We are a 501(c)(3) educational non-profit. Donate at: donate.activeinference.insti… Email blanket@activeinference.institute with any questions.
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Fundamentals of Active Inference Textbook Group begins April 21st, all welcome to join: textbook-group.activeinferen…
"Fundamentals of Active Inference" is now published! mitpress.mit.edu/97802620509… Textbook Group begins in April at the Institute, all levels of familiarity with Active Inference welcome to join: coda.io/form/Active-Inferenc…
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Live in 1 hour: 2026 Quarterly Roundtable #1 youtube.com/live/_HkuQ0HhikQ Institute and Ecosystem Updates. Directions and opportunities for 2026. All Quarterly Roundtable videos since 2021: youtube.com/playlist?list=PL…
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