AGENTS.md@src/gnn/execute/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/execute/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/execute/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/execute/thrml/AGENTS.md- Versions recorded
- 1
- Latest version
- git:20261002.4fbe8e4, committed Oct 2, 2026
- Size
- 1,079 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 execution implementation Maintain `thrml_runner.py` as orchestration over shared security, availability, process, deadline and output-lease helpers. `__init__.py` remains lazy and keeps optional THRML/JAX imports out of the parent. Preserve structured failure causes, script/source identity and successful siblings; never normalize invalid results or reinterpret an unavailable runtime as a successful run. Coordinate changes to the emitted native schema with `render/thrml` and `analysis/thrml`. Shared planning, doctor and executor registries consume the same availability diagnosis. Experimental selection remains explicit. Contract tests live in `tests/execute/test_thrml_runner.py` and `tests/analysis/test_thrml_analysis.py`. Protocol fixtures verify real child and artifact boundaries; they do not establish native inference. Acceptance must execute generated scripts against the ordinary released wheel on each supported JAX lock split, with distinct receipts for those native runs. [README](README.md) describes use and [SPEC](SPEC.md) defines the contract.
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/thrml/AGENTS.md@sha256:88a8fa59b66d1cefThe 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_6efa6m6eyybkuzwm)
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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 (1079 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_6efa6m6eyybkuzwm GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/thrml/AGENTS.md GET https://markdownregistry.com/api/v1/blob/88a8fa59b66d1cefabe348417c1d38563524dabd4df54b97c86616af2f5b908f
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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