AGENTS.md@src/gnn/executeB

AGENTS.md@src/gnn/execute from activeinferenceinstitute/generalizednotationnotation is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add activeinferenceinstitute/generalizednotationnotation/src/gnn/execute/AGENTS.md@git:20261005.93697fd

Pins git:20261005.93697fd in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 13 of 14 checks passed
Kind
AGENTS.md file
Repository
activeinferenceinstitute/generalizednotationnotation
Path
src/gnn/execute/AGENTS.md
Versions recorded
16
Latest version
git:20261005.93697fd, committed Oct 5, 2026
First version recorded
Sep 6, 2026
Size
28,351 bytes
Repository stars
35
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

# Execute Module - Agent Scaffolding

## Module Overview
**Purpose**: Execute selected rendered simulation scripts through the canonical backend registry: 13 execution targets comprising 12 render backends and the execution-only Lean bridge. These include PyMDP, RxInfer.jl, ActiveInference.jl, JAX, DisCoPy, PyTorch, NumPyro, Stan, bnlearn, ngc-learn, cpomdp and THRML. The pipeline freezes model selection and produces one current-run aggregate; earlier unbound or different-run summaries are archived without contributing current evidence. Verified receipts may be recounted only within the same run/configuration. Step 11 reports incompatible model kinds as `unsupported`; they are never executed.

THRML and cpomdp remain experimental and require explicit backend selection;
they are excluded from the maintained `all` renderer preset. Bounded readiness
probes use the selected interpreter/toolchain and preserve structured diagnoses
for missing packages/toolchains, unsupported Python/package versions, probe
timeout/failure and missing executors. A timed-out probe does not establish
package absence, and skipped or unfinished required work cannot establish a
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add activeinferenceinstitute/generalizednotationnotation/src/gnn/execute/AGENTS.md@sha256:0ffc1b50bc0971e8

The line at the top of this page pins the label git:20261005.93697fd, 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_ftqn4jlh7fucyrbf.svg)](https://markdownregistry.com/a/art_ftqn4jlh7fucyrbf)

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

Versions

The registry has recorded 16 versions of this file, between Sep 6, 2026 and Oct 5, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20261005.93697fd latest2026-10-05 93697fd 28,351 BB view · diff
git:20261002.4fbe8e42026-10-02 4fbe8e4 27,431 BB view · diff
git:20260927.12e4b142026-09-27 12e4b14 25,910 BB view · diff
git:20260924.b1d515d2026-09-24 b1d515d 24,832 BB view · diff
git:20260922.735412d2026-09-22 735412d 24,832 BB view · diff
git:20260922.399132d2026-09-22 399132d 24,688 BB view · diff
git:20260922.c9be8be2026-09-22 c9be8be 24,643 BB view · diff
git:20260922.2d07bc52026-09-22 2d07bc5 24,499 BB view · diff
git:20260921.e95c1f52026-09-21 e95c1f5 23,910 BB view · diff
git:20260917.9c3f0c92026-09-17 9c3f0c9 23,429 BB view · diff
git:20260916.acb14992026-09-16 acb1499 21,766 BB view · diff
git:20260916.b1ca5cf2026-09-16 b1ca5cf 21,530 BB view · diff
git:20260907.ae194c22026-09-07 ae194c2 21,217 BB view · diff
git:20260906.c3c34852026-09-06 c3c3485 21,216 BB view · diff
git:20260906.a82d4dd2026-09-06 a82d4dd 21,213 BB view · diff
git:20260906.e62b9e92026-09-06 e62b9e9 21,132 BB view

Audit of the latest version

B  13 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No script tag (matched: <script)
  • pass: Size between 200 bytes and 200 KB (28351 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

Starting a new one? Use a template for AGENTS.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

activeinferenceinstitute/generalizednotationnotation · 35 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ftqn4jlh7fucyrbf
GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalizednotationnotation/src/gnn/execute/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/0ffc1b50bc0971e8a1b9c7ba35f0f77ededa6b9980863cdbfd93b6dfebca2c1f

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/generalizednotationnotation

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

AGENTS.md@src/gnn/execute AGENTS.md file
activeinferenceinstitute/generalized_notation_notation · src/gnn/execute/AGENTS.md
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