AGENTS.mdA

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

Install it, pinned
mdr add activeinferenceinstitute/generalizednotationnotation/AGENTS.md@git:20261030.4803b80

Pins git:20261030.4803b80 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
activeinferenceinstitute/generalizednotationnotation
Path
AGENTS.md
Versions recorded
35
Latest version
git:20261030.4803b80, committed Oct 30, 2026
First version recorded
Sep 2, 2026
Size
33,665 bytes
Repository stars
34
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/generalizednotationnotation/AGENTS.md@sha256:ae8a89a17c79728f

The line at the top of this page pins the label git:20261030.4803b80, 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 35 versions of this file, between Sep 2, 2026 and Oct 30, 2026, about one every 2 days.

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git:20261030.4803b80 latest2026-10-30 4803b80 33,665 BA view · diff
git:20261028.714cea22026-10-28 714cea2 33,374 BA view · diff
git:20261026.5c927c12026-10-26 5c927c1 33,370 BA view · diff
git:20261022.904bb752026-10-22 904bb75 33,396 BA view · diff
git:20261021.7d402502026-10-21 7d40250 33,386 BA view · diff
git:20261021.5446ac12026-10-21 5446ac1 33,111 BA view · diff
git:20261021.4e395262026-10-21 4e39526 33,108 BA view · diff
git:20261021.5edea262026-10-21 5edea26 34,133 BA view · diff
git:20261020.1806f692026-10-20 1806f69 34,152 BA view · diff
git:20261020.ec1eb4a2026-10-20 ec1eb4a 34,129 BA view · diff
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git:20261012.f4177462026-10-12 f417746 33,641 BA view · diff
git:20261008.f91c3a42026-10-08 f91c3a4 33,551 BA view · diff
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git:20260929.0f117c82026-09-29 0f117c8 29,370 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
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git:20260921.1a1d7752026-09-21 1a1d775 28,308 BA view · diff
git:20260921.420751c2026-09-21 420751c 28,289 BA view · diff
git:20260919.e4db79a2026-09-19 e4db79a 28,290 BA view · diff
git:20260914.9a895922026-09-14 9a89592 25,408 BA view · diff
git:20260910.93576492026-09-10 9357649 24,764 BA view · diff
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git:20260907.ae194c22026-09-07 ae194c2 24,188 BA view · diff
git:20260906.e62b9e92026-09-06 e62b9e9 24,181 BA view · diff
git:20260903.12a565b2026-09-03 12a565b 24,037 BA view · diff
git:20260902.246b0d02026-09-02 246b0d0 21,968 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 (33665 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/generalizednotationnotation · 34 stars · license a license file GitHub does not identify · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_e3gw3brzpgizsdjo
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalizednotationnotation/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/ae8a89a17c79728fe0c0adbdae3846ee209dc615d06f1af3ef5932df57520e9f

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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git:20261030.4803b80 · audit A · 34 stars
CLAUDE.md CLAUDE.md file
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git:20261021.4e39526 · audit A · 34 stars
gnn-pipeline SKILL.md skill
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AGENTS.md@docs AGENTS.md file
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git:20261021.5446ac1 · audit A · 34 stars
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git:20261021.5446ac1 · audit A · 34 stars
AGENTS.md@docs/activeinference_jl AGENTS.md file
activeinferenceinstitute/generalizednotationnotation · docs/activeinference_jl/AGENTS.md
git:20260917.482a267 · audit A · 34 stars
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git:20261021.5446ac1 · audit A · 34 stars

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