AGENTS.md@src/gnn/manuscriptA

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@src/gnn/manuscript 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/src/gnn/manuscript/AGENTS.md@git:20261002.4fbe8e4

Pins git:20261002.4fbe8e4 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
src/gnn/manuscript/AGENTS.md
Versions recorded
5
Latest version
git:20261002.4fbe8e4, committed Oct 2, 2026
First version recorded
Sep 7, 2026
Size
4,736 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.manuscript — Manuscript Token Production

## Overview

**Purpose:** Deterministic production of the manuscript's `{{...}}` token
map: reads the repository snapshot at the current commit, computes every
count the manuscript cites, persists
`output/data/manuscript_variables.json` for audit, and supports config
metadata synchronization and cross-framework family selection.

**Pipeline step:** Manuscript tooling (feeds the render pipeline and the
token checker).

**Category:** Manuscript infrastructure.

**Status:** Maintained.

**Version:** 1.0.0

## Core Functionality

1. `generate_variables()` — compute the full token map from the repository
   snapshot at the current commit.
2. `RepositorySnapshot` — git-snapshot reader backing every count.
3. `load_variables()` / `save_variables()` — read/write the persisted map.
4. `sync_config_metadata()` / `config_metadata_drift()` — keep
   `manuscript/config.yaml` producer-owned fields in step.
5. `select_cross_framework_family()` — family selection for the
   cross-framework coverage note.
6. `token_checksum()` — integrity checksum over the emitted map.
7. `record_render_manifest()` / `custody_issues()` / `verify_fresh_render()`
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/manuscript/AGENTS.md@sha256:9f42c1ca4933ea4c

The line at the top of this page pins the label git:20261002.4fbe8e4, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ll3tiiy2big3sott.svg)](https://markdownregistry.com/a/art_ll3tiiy2big3sott)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 7, 2026 and Oct 2, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261002.4fbe8e4 latest2026-10-02 4fbe8e4 4,736 BA view · diff
git:20260929.0f117c82026-09-29 0f117c8 3,727 BA view · diff
git:20260925.06fa28d2026-09-25 06fa28d 3,038 BA view · diff
git:20260912.955742c2026-09-12 955742c 2,396 BA view · diff
git:20260907.ae194c22026-09-07 ae194c2 1,636 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 (4736 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_ll3tiiy2big3sott
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/manuscript/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/9f42c1ca4933ea4cc5b93fdad56130fe739f9fd4f227c7eb8eac535393caf976

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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Every file in activeinferenceinstitute/generalized_notation_notation

Other files named AGENTS.md@src/gnn/manuscript

AGENTS.md@src/gnn/manuscript AGENTS.md file
activeinferenceinstitute/generalizednotationnotation · src/gnn/manuscript/AGENTS.md
git:20261002.4fbe8e4 · audit A · 33 stars

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