AGENTS.md@docs/pymdpA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
AGENTS.md@docs/pymdp from activeinferenceinstitute/generalized_notation_notation is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add activeinferenceinstitute/generalized_notation_notation/docs/pymdp/AGENTS.md@git:20260917.482a267Pins git:20260917.482a267 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- activeinferenceinstitute/generalized_notation_notation
- Path
docs/pymdp/AGENTS.md- Versions recorded
- 3
- Latest version
- git:20260917.482a267, committed Sep 17, 2026
- First version recorded
- Sep 6, 2026
- Size
- 2,965 bytes
- Repository stars
- 33
- License
- a license file GitHub does not identify
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# PyMDP Framework Documentation Agents ## Overview This document provides agent scaffolding for the PyMDP Framework documentation subsystem. The documentation is organized into specialized agent modules, each responsible for specific aspects of the PyMDP Framework system. **Status**: ✅ Documentation **Version**: 1.0 --- ## Purpose Documentation for the pymdp 1.0.0 (JAX-first) active inference framework integration with GNN. pymdp 1.0.0 replaces the pre-1.0 NumPy Agent surface with a JAX/equinox Agent that takes batched `list[jax.Array]` models and requires explicit PRNG key / empirical-prior carry-through. Coverage: discrete categorical A/B/C/D[/E] models only (`supports_continuous: False` in `src/gnn/render/framework_registry.py`); rendered scripts are executable at Step 12 via `src/gnn/execute/pymdp/` (`supports_execution: True`). ## Documentation Organization The PyMDP Framework documentation system is part of the broader GNN (Generalized Notation Notation) pipeline and ecosystem. ### Related Systems - **Main Documentation**: [docs/README.md](../README.md) - **GNN Documentation**: [gnn/AGENTS.md](../gnn/AGENTS.md) …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/docs/pymdp/AGENTS.md@sha256:39b139bb4d1bdbf9The line at the top of this page pins the label git:20260917.482a267, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_br6rg4xu36f3eckk)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 6, 2026 and Sep 17, 2026, about one every 5 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260917.482a267 latest | 2026-09-17 | 482a267 | 2,965 B | A | view · diff |
| git:20260907.ae194c2 | 2026-09-07 | ae194c2 | 2,734 B | A | view · diff |
| git:20260906.82c8031 | 2026-09-06 | 82c8031 | 2,732 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (2965 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
activeinferenceinstitute/generalized_notation_notation · 33 stars · license a license file GitHub does not identify · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_br6rg4xu36f3eckk GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/docs/pymdp/AGENTS.md GET https://markdownregistry.com/api/v1/blob/39b139bb4d1bdbf96740249c872fcd40f29ed41a775c5754cd868529f7ca2d64
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.
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