Educators, domain professionals, and learners looking for tailored, evidence-based Active Inference learning materials.
A modular pipeline that generates professional-domain educational materials on Active Inference and the Free Energy Principle.
On this page
START is a modular content-generation pipeline that produces high-quality educational materials on Active Inference and the Free Energy Principle, tailored to professional domains and individual learners. It integrates live web research via Perplexity and large language models via OpenRouter to produce evidence-based, professionally-contextualized learning content.
START combines live web research and large language models to generate learning materials that connect Active Inference and the Free Energy Principle to a learner's own professional domain, rather than relying on a single generic curriculum. The pipeline is open source and multilingual, aimed at making Active Inference concepts accessible across fields and languages.
The pipeline has been demonstrated in two Institute ModelStream livestream sessions, covering the system's design and generated output.
Developers, educators, and domain professionals interested in contributing prompts, evaluations, or professional-domain expertise are welcome.
Key surfaces
Related resources
External links are resolved from the shared registry so visitor-facing destinations stay centralized and checkable.
Audience: Newcomer
Primary public community channel for conversation, coordination, and newcomer orientation.
Audience: Learner
Learning repository for getting started with Active Inference materials and pathways.
Audience: Learner
Public START documentation site for tailored Active Inference learning and curriculum generation.
Audience: Developer
Public GitHub organization for Institute repositories and open-source work.
Audience: Developer
Project repository for multiagent Active Inference modeling work.
Audience: Developer
Generalized Notation Notation project repository for model communication.
Audience: Developer
Geospatial modeling repository connected to ecological and bioregional applications.
Audience: Contributor
Public Project Preparation shortlink for making proposed work legible and actionable.
Audience: Contributor
Public project measurement shortlink for reporting progress and outputs.
Audience: Developer
Public RxInfer learning-group shortlink for implementation-oriented Active Inference work.
Audience: Learner
Published Active Inference knowledge base for concept-level orientation.
Audience: Learner
Public livestream surfaced from the official site.
Official pages
Audience: Learner
Public documentation for START, a tailored Active Inference research and training system.
Audience: Contributor
Public projects shortlink for project directories and activity-linked work.
Audience: Contributor
Public project measurement shortlink for reporting progress and outputs.
Audience: Learner
Public Textbook Group shortlink for cohort and learning-group coordination.
Audience: Learner
Published Active Inference knowledge base.
Audience: Contributor
Public Project Preparation shortlink for making proposed work legible and actionable.
Audience: Developer
Public RxInfer learning-group shortlink for implementation-oriented Active Inference work.
Repositories
Audience: Learner
Active Inference and RxInfer.jl
Audience: Developer
Notebook-based applied Active Inference work connected to blockchain-adjacent and generative modeling examples.
Audience: Developer
Python models and materials for ant-inspired multiagent Active Inference.
Audience: Learner
For learning and exploring Probabilistic Inference
Audience: Developer
Public ants repository in the ActiveInferenceInstitute GitHub namespace.
Audience: Developer
ATLAS
Audience: Developer
Public Biofirm repository in the ActiveInferenceInstitute GitHub namespace.
Audience: Developer
Public Bots repository in the ActiveInferenceInstitute GitHub namespace.