AGENTS.md@src/gnn/llmA
AGENTS.md@src/gnn/llm from activeinferenceinstitute/generalizednotationnotation is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add activeinferenceinstitute/generalizednotationnotation/src/gnn/llm/AGENTS.md@git:20261028.f1db330Pins git:20261028.f1db330 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- activeinferenceinstitute/generalizednotationnotation
- Path
src/gnn/llm/AGENTS.md- Versions recorded
- 18
- Latest version
- git:20261028.f1db330, committed Oct 28, 2026
- First version recorded
- Sep 6, 2026
- Size
- 11,241 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
# LLM Processing Module ## Module Overview Step 13 adds optional native LLM interpretation to deterministic structural analysis. Supported providers are Ollama, OpenAI, OpenRouter and Perplexity. Anthropic keys are diagnostic configuration only; no Anthropic adapter exists. The maintained local adapter is Ollama HTTP, not separate MLX/llama.cpp adapters. Read [README](README.md), [SPEC](SPEC.md) and the [local Mac runbook](../../../docs/llm/README.md) before changing these contracts. Root [custody rules](../../../AGENTS.md#cross-repo-custody-fep_formal-geo-infer) apply to every Python source edit. ## Architecture | Owner | Responsibility | |---|---| | `processor.py` | Public `process_llm`, configuration/helper compatibility and request/cache funnel | | `corpus_runner.py` | Frozen selection, structural-first processing, summary-first prompt rounds, coverage and checkpoints | | `prompt_batch.py`, `sync_bridge.py` | Strict named answers and safe sync calls inside active loops | | `context_admission.py` | Exact reviewed provider contracts and retained context bounds; no attention attestation | …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalizednotationnotation/src/gnn/llm/AGENTS.md@sha256:a5844adb9d73aa3cThe line at the top of this page pins the label git:20261028.f1db330, 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_fx67r23d7ddvnfu5)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 18 versions of this file, between Sep 6, 2026 and Oct 28, 2026, about one every 3 days. Its first recorded version is graded B and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261028.f1db330 latest | 2026-10-28 | f1db330 | 11,241 B | A | view · diff |
| git:20261026.5c927c1 | 2026-10-26 | 5c927c1 | 11,239 B | A | view · diff |
| git:20261018.7058c69 | 2026-10-18 | 7058c69 | 9,839 B | A | view · diff |
| git:20261018.5d6e079 | 2026-10-18 | 5d6e079 | 9,630 B | A | view · diff |
| git:20261017.1fd4e1c | 2026-10-17 | 1fd4e1c | 9,161 B | A | view · diff |
| git:20261017.e079cbd | 2026-10-17 | e079cbd | 8,535 B | A | view · diff |
| git:20261017.89cb6dd | 2026-10-17 | 89cb6dd | 8,228 B | A | view · diff |
| git:20261002.4fbe8e4 | 2026-10-02 | 4fbe8e4 | 27,221 B | C | view · diff |
| git:20260924.b1d515d | 2026-09-24 | b1d515d | 26,707 B | B | view · diff |
| git:20260922.735412d | 2026-09-22 | 735412d | 26,707 B | B | view · diff |
| git:20260922.d7c2ec2 | 2026-09-22 | d7c2ec2 | 26,611 B | B | view · diff |
| git:20260922.c9be8be | 2026-09-22 | c9be8be | 26,421 B | B | view · diff |
| git:20260921.420751c | 2026-09-21 | 420751c | 26,325 B | B | view · diff |
| git:20260919.e4db79a | 2026-09-19 | e4db79a | 26,298 B | B | view · diff |
| git:20260907.ae194c2 | 2026-09-07 | ae194c2 | 26,208 B | B | view · diff |
| git:20260906.c3c3485 | 2026-09-06 | c3c3485 | 26,207 B | B | view · diff |
| git:20260906.a82d4dd | 2026-09-06 | a82d4dd | 26,204 B | B | view · diff |
| git:20260906.e62b9e9 | 2026-09-06 | e62b9e9 | 26,188 B | B | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (11241 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/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_fx67r23d7ddvnfu5 GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalizednotationnotation/src/gnn/llm/AGENTS.md GET https://markdownregistry.com/api/v1/blob/a5844adb9d73aa3c3af48941546173d90b286a0b85c9d12054166501785e666a
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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