{
  "title": "Active Inference Multi-Track Exemplar",
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      "affiliation": "Active Inference Institute",
      "orcid": "0000-0001-6232-9096"
    }
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  "description": "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 before rendering, so no figure or statistic can drift from the artifact that produced it — 6 sheaf axioms are verified before composition and 25 negative controls keep each failure path live. Claims are limited to those models and their generated artifacts.\n\n reports a 17-row coverage matrix (5 IMRAD group headers) regenerated from the live manifest at compose time.  documents the T-maze harness aligned with pymdp sophisticated_inference examples (https://github.com/infer-actively/pymdp/tree/main/examples/experimental/sophisticated_inference).\n\n records 12 / 12 invariant checks passed. SI planning horizon: 2 steps. Sweep RMSE 0 nats bounds analytical–empirical agreement on the coupling grid.\n\n---\nAssociated artifacts\nGitHub release: v0.3.2 (https://github.com/docxology/template_active_inference/releases/tag/v0.3.2)\nDOI: https://doi.org/10.5281/zenodo.20417021\nZenodo: https://zenodo.org/records/20417021\nPDF SHA-256: f191b48f94394cab17069fd04502c59fc1c287e7893eb078e05ba4be04d4a04c",
  "keywords": [
    "active inference",
    "pymdp",
    "sophisticated inference",
    "generalized notation notation",
    "lean"
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  "checked_at": "2026-07-10T19:08:24Z",
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    "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"
  ],
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    "2023_NSFReporting",
    "2023_NaturalAIBased",
    "2025_AuBI"
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}