AGENTS.mdA

AGENTS.md from activeinferenceinstitute/generalized_notation_notation is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add activeinferenceinstitute/generalized_notation_notation/AGENTS.md@git:20261016.4bae4a7

Pins git:20261016.4bae4a7 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
AGENTS.md
Versions recorded
12
Latest version
git:20261016.4bae4a7, committed Oct 16, 2026
First version recorded
Sep 21, 2026
Size
34,129 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

# GNN Pipeline - Master Agent Scaffolding

## Overview

The GNN (Generalized Notation Notation) Pipeline is a comprehensive 25-step system for processing Active Inference generative models. Each module follows the **thin orchestrator pattern** where numbered scripts delegate to modular implementations.

---

## Cold Start

New to this repo as an agent? In order:

1. **What this is**: [SPEC.md](SPEC.md) + this file's Overview (25-step GNN pipeline, thin orchestrators).
2. **Exemplar spec files**: [input/gnn_files/INDEX.md](input/gnn_files/INDEX.md) — every runnable example with a selection table.
3. **Version map**: [docs/VERSION_MAP.md](docs/VERSION_MAP.md) — release history and version-sensitive surfaces.
4. **How to verify**: verification commands live in [TO-DO.md](TO-DO.md); doc audits: `uv run python docs/development/docs_audit.py --strict --check-anchors --no-write`.
---

## Module Registry

### Core Processing Modules (Steps 0-9)

- **Step 0**: **[template/](src/gnn/template/AGENTS.md)** - Pipeline template and initialization
- **Step 1**: **[setup/](src/gnn/setup/AGENTS.md)** - Environment setup and dependency management
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalized_notation_notation/AGENTS.md@sha256:e780e4cfec7c2089

The line at the top of this page pins the label git:20261016.4bae4a7, 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.

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Versions

The registry has recorded 12 versions of this file, between Sep 21, 2026 and Oct 16, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20261016.4bae4a7 latest2026-10-16 4bae4a7 34,129 BA view · diff
git:20261012.f4177462026-10-12 f417746 33,641 BA view · diff
git:20261008.f91c3a42026-10-08 f91c3a4 33,551 BA view · diff
git:20261008.fd4c8012026-10-08 fd4c801 32,856 BA view · diff
git:20261008.251b73a2026-10-08 251b73a 32,717 BA view · diff
git:20261007.9efc5a42026-10-07 9efc5a4 32,231 BA view · diff
git:20261002.452c1462026-10-02 452c146 31,865 BA view · diff
git:20260922.c9be8be2026-09-22 c9be8be 28,361 BA view · diff
git:20260922.857792d2026-09-22 857792d 28,337 BA view · diff
git:20260922.fba7bf82026-09-22 fba7bf8 28,331 BA view · diff
git:20260922.84d602e2026-09-22 84d602e 28,314 BA view · diff
git:20260921.1a1d7752026-09-21 1a1d775 28,308 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (34129 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

GitHub

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_k3fbovupk4lpegu2
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/e780e4cfec7c2089551723a15c5bea2a36ccfb62974b1b553ea7df02dc848a72

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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