AGENTS.md@src/gnn/execute/bnlearnA
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/bnlearn 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/bnlearn/AGENTS.md@git:20260924.0de4861Pins git:20260924.0de4861 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/bnlearn/AGENTS.md- Versions recorded
- 3
- Latest version
- git:20260924.0de4861, committed Sep 24, 2026
- First version recorded
- Sep 16, 2026
- Size
- 2,162 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
# bnlearn Executor (`src/gnn/execute/bnlearn/`)
## Purpose
Execute the bnlearn artifacts produced by the generator-backed Step 11 renderer
(`gnn.render.bnlearn.generate_bnlearn_code`). Each rendered model ships a
Python program under `<model>/bnlearn/` (`import bnlearn as bn` +
`bn.make_DAG` + `bn.parameter_learning.fit`). Step 12 discovers it like any
other Python framework script (framework directory `bnlearn/`, output env var
`BNLEARN_OUTPUT_DIR`) and runs it; the shared pre-flight probe
(`gnn.utils.runtime_safety.framework_availability`, mapping `bnlearn` → `bnlearn`) marks scripts
**skipped** when the module is absent.
## Language handling
The execution lane is derived from each emitted file's suffix, never assumed:
- `.py` — Python interpreter + the `bnlearn` module (the renderer's current
and only output form).
- `.R` — Rscript + the R `bnlearn` package (`install.packages('bnlearn')`).
Probed with `Rscript -e 'library(bnlearn)'` (60s timeout).
## Public API
| Symbol | Purpose |
|---|---|
| `is_bnlearn_available(python_executable=None)` | Python `bnlearn` module importable |
…Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/bnlearn/AGENTS.md@sha256:bc9a844e0e3b551dThe line at the top of this page pins the label git:20260924.0de4861, 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_452zolbryz3um3di)
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Versions
The registry has recorded 3 versions of this file, between Sep 16, 2026 and Sep 24, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260924.0de4861 latest | 2026-09-24 | 0de4861 | 2,162 B | A | view · diff |
| git:20260921.420751c | 2026-09-21 | 420751c | 2,165 B | A | view · diff |
| git:20260916.42665ee | 2026-09-16 | 42665ee | 2,127 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (2162 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_452zolbryz3um3di GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/bnlearn/AGENTS.md GET https://markdownregistry.com/api/v1/blob/bc9a844e0e3b551de9872a868e2bf36d79cb7d3d18b7f4022b4ced49d2150cb1
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