AGENTS.md@src/gnn/integration/meta_analysisA

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AGENTS.md@src/gnn/integration/meta_analysis 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/integration/meta_analysis/AGENTS.md@git:20261008.06cabb1

Pins git:20261008.06cabb1 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/integration/meta_analysis/AGENTS.md
Versions recorded
4
Latest version
git:20261008.06cabb1, committed Oct 8, 2026
First version recorded
Sep 6, 2026
Size
4,856 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

# Meta-Analysis Submodule — Agent Scaffolding

## Overview

The `meta_analysis` submodule within `integration/` provides automated analysis and
visualization of GNN pipeline parameter sweep outputs. It harvests runtime data, simulation
metrics (belief entropy, accuracy), and generates publication-grade scientific visualizations
and comprehensive markdown reports.

## Architecture

```
integration/meta_analysis/
├── __init__.py      ← Entry point: run_meta_analysis() orchestrator
├── collector.py     ← SweepDataCollector: harvests data from 12_execute_output
├── statistics.py    ← compute_meta_statistics → meta_statistics.json
├── validator.py     ← validate_sweep_records → sweep_validation.json
├── visualizer.py    ← SweepVisualizer: matplotlib-based scientific plot generation
├── reporter.py      ← SweepReporter: markdown report generation
├── AGENTS.md        ← This file
└── SPEC.md          ← Module specification
```

## Data Flow

```mermaid
graph LR
    A[12_execute_output/summaries/execution_summary.json] --> C[SweepDataCollector]
    B[12_execute_output/*/execution_logs/*_results.json] --> C
    D[12_execute_output/*/simulation_data/simulation_results.json] --> C
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/integration/meta_analysis/AGENTS.md@sha256:18b7e4eb6006640d

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Versions

The registry has recorded 4 versions of this file, between Sep 6, 2026 and Oct 8, 2026, about one every 11 days.

versioncommittedcommitsizeaudit
git:20261008.06cabb1 latest2026-10-08 06cabb1 4,856 BA view · diff
git:20260924.b1d515d2026-09-24 b1d515d 4,323 BA view · diff
git:20260922.c9be8be2026-09-22 c9be8be 4,323 BA view · diff
git:20260906.e62b9e92026-09-06 e62b9e9 4,338 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 (4856 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_yjamk6gbg3v7vzc5
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/integration/meta_analysis/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/18b7e4eb6006640d43e9c84acf015b74b9d85120fb93931263909cc2785106ec

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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AGENTS.md@src/gnn/integration/meta_analysis AGENTS.md file
activeinferenceinstitute/generalizednotationnotation · src/gnn/integration/meta_analysis/AGENTS.md
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