AGENTS.md@src/gnn/analysis/thrmlA
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/analysis/thrml 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/analysis/thrml/AGENTS.md@git:20261002.4fbe8e4Pins git:20261002.4fbe8e4 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/analysis/thrml/AGENTS.md- Versions recorded
- 1
- Latest version
- git:20261002.4fbe8e4, committed Oct 2, 2026
- Size
- 1,009 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
# THRML analysis implementation `adapter.py` owns validation of categorical arrays, dimensions, sample witnesses, predictive semantics, declared independent components and scientific limitations. `analyzer.py` consumes that validated representation and publishes plots/JSON. The package facade loads these helpers lazily and never imports THRML or JAX. Keep native component identities separate and preserve source, dependency, sampling and runtime provenance. Do not compute Gaussian uncertainty from categorical means, label Gibbs sampling exact, fabricate free energy, or claim convergence/calibration from a finite posterior trace. Unsupported mappings and invalid values fail explicitly. Tests in `tests/analysis/test_thrml_analysis.py` cover malformed probabilities, sample/parameter corruption, unsupported claims, independent components and readable plots. Native execution acceptance is a separate evidence plane. [README](README.md) covers use; [SPEC](SPEC.md) defines the shared result schema.
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/analysis/thrml/AGENTS.md@sha256:da05ed6649ec8cc0The line at the top of this page pins the label git:20261002.4fbe8e4, 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_u5cnl2s6uqfuop2z)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 2, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (1009 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_u5cnl2s6uqfuop2z GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/analysis/thrml/AGENTS.md GET https://markdownregistry.com/api/v1/blob/da05ed6649ec8cc0b80f45d7787263bbdbaf4fe1fa516d22ddcfcc9995d246f2
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.
More from activeinferenceinstitute/generalized_notation_notation
Every file in activeinferenceinstitute/generalized_notation_notation