48 Works
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11 Related Repositories
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45 of 48 works have extracted full text, 31 have image galleries.
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Karl Friston, Thomas Parr, Maxwell J. D. Ramstead, Conor Heins, Tim Verbelen
Selected Works
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active_inference
Active Inference for, with, and by Generative AI — Python implementations of free-energy-minimizing agents integrated with modern AI tooling
Python · ⭐ 2 · Updated 2026-11
active_torchference
PyTorch-based Active Inference implementations — GPU-accelerated variational inference and free energy minimization
Python · ⭐ 0 · Updated 2026-11
goference
Active Goference — production-ready Go framework for Active Inference autonomous agents; genuine variational inference, free energy minimization, POMDP policy planning via gonum
Go · ⭐ 0 · Updated 2026-11
AgenticMesh
Active Inference & Agentic Mesh — modular Python infrastructure for building agentic systems using free-energy-minimizing Active Inference principles
Python · ⭐ 1 · Updated 2026-11
ActiveInferAnts
Active Inference for ants — multi-language implementations (Python) for modeling ant-colony cognition as Bayesian agents minimizing free energy
Python · ⭐ 3 · Updated 2026-11
Active_InferAnts
Active Inference models for/of ants across 32+ programming languages — multi-language reference implementation of stigmergic Active Inference
Python · ⭐ 31 · Updated 2026-11
Generalized_Notation_Notation
GNN — formal notation standard for specifying Active Inference generative models; JSON/YAML schema, validators, and transpilers to Python, Julia, and MATLAB · Citation DOI · Current software version 5.0.3 · Earlier software version 4.3.0 · · Earlier software archive
Python · ⭐ 35 · Updated 2026-11
fep_formal
Formal mathematics catalog for FEP and Active Inference — Lean 4 / Mathlib4 compilation, qualified semantic review, drafting tools, and manuscript pipeline · · Zenodo artifact v2.1.0 · Citation DOI · Zenodo software archive
Python · ⭐ 6 · Updated 2026-11
CEREBRUM
Case-Enabled Reasoning Engine with Bayesian Representations for Unified Modeling — grammatical case framework for compositional cognitive models · Zenodo
Python · ⭐ 14 · Updated 2026-11
cognitive
Cognitive modeling and simulation tools — multi-agent Active Inference environments, benchmarks, and visualization
Python · ⭐ 23 · Updated 2026-11
cognitive
Cognitive Ecosystem Modeling Framework — Active Inference agents with Obsidian-compatible knowledge management, bidirectional graph validation, belief updating, and network visualization
Python · ⭐ 16 · Updated 2026-11
Learning Path
A structured, cross-linked route through tutorials, pillar guides, foundational papers, and software repositories.
- Read the comprehensive Active Inference & Free Energy Principle Tutorial.
- Explore neurosymbolic integrations in Neurosymbolic AI & Active Inference.
- See the theory rendered as drawing in the Active Inference art collection — one page per drawing.
- Trace multi-agent coordination theory in Shared Protentions in Multi-Agent Active Inference.
- Examine distributed belief updates in Federated Inference and Belief Sharing.
- Study formal mathematical notation systems in Generalized Notation Notation (GNN).
- Explore theorem proving in Lean 4 via Towards Lean 4 Formalization of Active Inference and the fep_lean repository.
- Engage with multi-agent orchestration and case-based reasoning in CEREBRUM and active_torchference.
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