AGENTS.md@docs/pomdpA
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/pomdp 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/pomdp/AGENTS.md@git:20260907.ae194c2Pins git:20260907.ae194c2 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/pomdp/AGENTS.md- Versions recorded
- 2
- Latest version
- git:20260907.ae194c2, committed Sep 7, 2026
- First version recorded
- Sep 6, 2026
- Size
- 4,913 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
# POMDP Documentation Agent > **📋 Document Metadata** > **Type**: Theoretical Framework Integration Agent | **Audience**: Researchers, Theorists | **Complexity**: Advanced > **Cross-References**: [README.md](README.md) | [POMDP Overview](pomdp_overall.md) | [POMDP Analytics](pomdp_analytic.md) | [Active Inference Theory](../gnn/about_gnn.md) | [Main Documentation](../README.md) ## Overview This directory contains comprehensive documentation, resources, and implementation guides for **POMDP** (Partially Observable Markov Decision Process) formalization within GNN (Generalized Notation Notation). POMDPs provide the mathematical foundation for Active Inference models, representing sequential decision-making under uncertainty with partial observability. **Status**: ✅ Production Ready **Version**: 1.0 ## Purpose POMDP integration enables: - **Theoretical Foundation**: Mathematical basis for GNN Active Inference models - **Formal Specification**: Precise mathematical representation of model structure - **Belief State Management**: Formal treatment of belief updating - **Optimal Control**: Theoretical framework for action selection …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/docs/pomdp/AGENTS.md@sha256:f1e10a6bc7e3e0b4The line at the top of this page pins the label git:20260907.ae194c2, 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_7kr5j3hmsa6wdatf)
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Versions
The registry has recorded 2 versions of this file, between Sep 6, 2026 and Sep 7, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260907.ae194c2 latest | 2026-09-07 | ae194c2 | 4,913 B | A | view · diff |
| git:20260906.82c8031 | 2026-09-06 | 82c8031 | 4,912 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (4913 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_7kr5j3hmsa6wdatf GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/docs/pomdp/AGENTS.md GET https://markdownregistry.com/api/v1/blob/f1e10a6bc7e3e0b4fd923c24700a8287f157857cf5bfd1fb9a30a7137aaf75bf
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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