Knowledge engineers, information scientists, researchers, and contributors working on structured knowledge resources.

Knowledge Engineering

Building the Active Inference Institute's knowledge infrastructure, public frontend, and literature meta-analysis.

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Knowledge Engineering develops and maintains the public knowledge infrastructure for the Active Inference Institute, including the public frontend, literature meta-analysis, and organizational knowledge systems. The project connects Institute outputs to the broader literature and makes them machine-readable and navigable.

Overview

Knowledge Engineering builds and maintains the structured knowledge layer of the Institute. This includes the public-facing knowledge frontend, systematic literature meta-analysis for Active Inference research, organizational knowledge graphs, and tools for navigating the growing body of Active Inference work.

Past Work

The project has produced a public frontend and literature meta-analysis accessible from the end of 2022, published as "The Free Energy Principle & Active Inference: a Systematic Literature Analysis" — a citation analysis of the Free Energy Principle and Active Inference literature, with an emphasis on works by Karl Friston, combining automated citation-network analysis with manual annotation of a subset of full-text papers. The work supports the Institute's mission of making Active Inference knowledge findable, reusable, and cumulative.

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Contributors with backgrounds in knowledge representation, information science, ontology, natural language processing, or library science are welcome alongside Active Inference researchers.

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Repository / Projects

GitHub organization

Audience: Developer

Public GitHub organization for Institute repositories and open-source work.

projectsgithub-org
Repository / Projects

GEO-INFER repository

Audience: Developer

Geospatial modeling repository connected to ecological and bioregional applications.

projectsgeo-infer

Official pages

Official Institute surfaces

Repositories

Related open-source repositories

Repository / Research

act_inf_metaanalysis

Audience: Researcher

Computational meta-analysis of Active Inference literature with nanopublication and knowledge-graph outputs.

TeX / 4 stars / updated 2026-05-04

researchknowledgetex
Repository / Research

Active_Inference_Ontology

Audience: Researcher

Ontology-oriented repository for shared Active Inference concepts and decentralized science knowledge infrastructure.

Unspecified / 14 stars / updated 2026-05-18

researchknowledgeunclassified
Repository / Projects

ActiveBlockference

Audience: Developer

Notebook-based applied Active Inference work connected to blockchain-adjacent and generative modeling examples.

Jupyter Notebook / 33 stars / updated 2026-05-27

projectrepositoryjupyter-notebook
Repository / Projects

ActiveInferAnts

Audience: Developer

Python models and materials for ant-inspired multiagent Active Inference.

Python / 29 stars / updated 2026-05-18

projectrepositorypython
Repository / Research

AEOS

Audience: Researcher

Active Entity Ontology for Science

Unspecified / 8 stars / updated 2025-05-27

researchknowledgeunclassified