AGENTS.md@docs/downstream git:20261102.6a29bbaA

Immutable. This exact content never changes and is served at /api/v1/blob/e58a9a064e21b6a5.

# docs/downstream — agent guide

## Overview

Registry of external repositories that apply GNN. [README.md](README.md) is the
index; one Markdown file per repository carries the full evidence. Every claim
must be verified against the repository it describes on that repository's origin
default branch.

## Contents

| File | Role |
|------|------|
| [README.md](README.md) | Index table, method, scope, exclusions |
| `active-inference-language-model.md` | AILM language-stack models |
| `geo-infer.md` | GEO-INFER spatial interchange |
| `cogant.md` | Code-to-GNN translation |
| `active-inference-battleship.md` | Battleship model and dashboard |
| `policy-entanglement.md` | Policy-ensemble GNN examples |
| `active-fractal-rabbit.md` | Waypoint active-inference scaffold |
| `active-cardference.md` | Card-game agent specifications |
| `fep-formal.md` | Lean ↔ GNN bridge contract |
| `fundamentals.md` | Textbook companion |
| `cognitive.md` | Active inference package and vault |
| `active-blockference.md` | radCAD/cadCAD grid simulations |
| `gen24.md` | NHIM inquiry agent |
| `cerebrum.md` | Case-conditioned active inference |
| `biofirm.md` | Ecological control model |
| `active-inferants.md` | Multi-language framework |
| `actinf-rxinfer.md` | RxInfer.jl coin-flip example |
| `active-skillference.md` | Micro-learning prerequisite graph |
| `active-inference-implementations.md` | Educational RxInfer.jl notebooks |
| `active-inference-power.md` | Statistical-power simulations |
| `ants.md` | Ant-colony foraging simulation |
| `on-policy-distillation.md` | On-policy distillation models |

## Verification rules

- Verify from the repository itself on its origin default branch; never copy a
  claim from internal notes or from another row.
- Cite the pin file and the workflow job, test file or command that carries the
  evidence. If evidence is absent, write "not verified" or "no GNN-specific CI
  job" instead of implying more.
- Re-verify a row when its repository changes its pin file or GNN specification.

## Related

- [../README.md](../README.md) — documentation hub
- [../SPEC.md](../SPEC.md) — doc-tree design requirements
- [../expected_dirs.txt](../expected_dirs.txt) — canonical directory list