# 💻 Active Inference Multi-Track Exemplar

**Daniel Ari Friedman** (2026) · *Zenodo*

[![DOI](https://img.shields.io/badge/DOI-10.5281%2Fzenodo.20417021-blue)](https://doi.org/10.5281/zenodo.20417021)

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## Abstract

> We study a minimal Active Inference stack on toy models: a Bernoulli–Ising analytical oracle, a pymdp T-maze rollout, and a sheaf-indexed compose contract that binds 34 fragment tracks into 12 flat IMRAD sections. The methodological contribution is a discipline rather than a domain finding: every reported number is hydrated from a generated artifact and every cross-track claim is machine-checked b...

## Keywords

`active inference` · `pymdp` · `sophisticated inference` · `generalized notation notation` · `lean`

## Methods

- Software pipeline design
- Data-driven analysis

## Key Findings

- We study a minimal Active Inference stack on toy models: a Bernoulli–Ising analytical oracle, a pymdp T-maze rollout, and a sheaf-indexed compose contract that binds 34 fragment tracks into 12 flat IM
- The methodological contribution is a discipline rather than a domain finding: every reported number is hydrated from a generated artifact and every cross-track claim is machine-checked before renderin

## Artifacts

- GitHub repository: [docxology/template_active_inference](https://github.com/docxology/template_active_inference)
- GitHub release: [v0.3.2](https://github.com/docxology/template_active_inference/releases/tag/v0.3.2)
- DOI: [10.5281/zenodo.20417021](https://doi.org/10.5281/zenodo.20417021)
- Zenodo record: [https://zenodo.org/records/20417021](https://zenodo.org/records/20417021)
- PDF: [Friedman_2026_Active_158b2fe2.pdf](Friedman_2026_Active_158b2fe2.pdf)
- PDF: [Friedman_2026_Active_713452dd.pdf](Friedman_2026_Active_713452dd.pdf)
- PDF: [Friedman_2026_Active_f191b48f.pdf](Friedman_2026_Active_f191b48f.pdf)
- PDF SHA-256: f191b48f94394cab17069fd04502c59fc1c287e7893eb078e05ba4be04d4a04c

## Citation

> Daniel Ari Friedman (2026). *Active Inference Multi-Track Exemplar*. Zenodo. DOI: 10.5281/zenodo.20417021. URL: https://doi.org/10.5281/zenodo.20417021.

## Related

- [Full Bibliography](../../pages/BIBLIOGRAPHY.md)
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