AGENTS.md@src/gnn/execute/ngclearnA
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/execute/ngclearn from activeinferenceinstitute/generalized_notation_notation is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/ngclearn/AGENTS.md@git:20260922.c9be8bePins git:20260922.c9be8be 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/execute/ngclearn/AGENTS.md- Versions recorded
- 2
- Latest version
- git:20260922.c9be8be, committed Sep 22, 2026
- First version recorded
- Sep 21, 2026
- Size
- 1,499 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
# ngc-learn Execution Sub-module ## Overview Discovers and runs ngc-learn-generated POMDP scripts via subprocess. Includes dependency checking, syntax validation, log persistence, and execution timing. ngc-learn is an optional extra (`uv sync --extra ngclearn`); when the runtime is absent the backend is reported skipped, never failed. ## Architecture ``` ngclearn/ ├── __init__.py # Package exports └── ngclearn_runner.py # ngc-learn script discovery and execution ``` ## Key Functions - **`run_ngclearn_scripts(render_dir, output_dir)`** — Discovers and executes all ngc-learn scripts in the render output directory. - **Dependency validation** — Checks for `ngcsimlib`, `ngclearn`, `jax`, and `numpy` availability before execution. - **Syntax checking** — Pre-validates Python syntax before subprocess execution. - **Log persistence** — Captures stdout/stderr to log files alongside results. - **Timing** — Records wall-clock execution time for each script. ## Environment Rendered scripts receive `NGCLEARN_OUTPUT_DIR` pointing at the Step 12 simulation-data directory; results land in `<model>/ngclearn/simulation_data/simulation_results.json`. ## Dependencies …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/ngclearn/AGENTS.md@sha256:762d2afe917d6c72The line at the top of this page pins the label git:20260922.c9be8be, 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.
[](https://markdownregistry.com/a/art_g63vfac7jkd247sd)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 21, 2026 and Sep 22, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260922.c9be8be latest | 2026-09-22 | c9be8be | 1,499 B | A | view · diff |
| git:20260921.48744fd | 2026-09-21 | 48744fd | 1,448 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (1499 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
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_g63vfac7jkd247sd GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/ngclearn/AGENTS.md GET https://markdownregistry.com/api/v1/blob/762d2afe917d6c722633136b569ad76daae220a061129476a9336786fa1cd068
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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