AGENTS.md@docs/other/axiom/axiom_implementation/utilsA
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@docs/other/axiom/axiom_implementation/utils 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/docs/other/axiom/axiom_implementation/utils/AGENTS.md@git:20260906.82c8031Pins git:20260906.82c8031 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
docs/other/axiom/axiom_implementation/utils/AGENTS.md- Versions recorded
- 1
- Latest version
- git:20260906.82c8031, committed Sep 6, 2026
- Size
- 2,089 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
# Utils - Agent Scaffolding ## Overview **Purpose**: Responsible for `Utils` operations within the GNN pipeline architecture. **Category**: Generated Pipeline Component **Status**: Development --- ## Core Functionality ### Primary Responsibilities Visualization Utilities for AXIOM Implementation ============================================== Implements visualization functions for AXIOM agent analysis including slot positions, learning curves, model complexity evolution, and performance metrics. Authors: AXIOM Research Team Institution: VER ### Extracted Code Entities - **Classes**: ActiveInferenceUtils, BayesianUtils, BenchmarkSuite, EfficiencyAnalyzer, LinearDynamics, NumericalUtils, PerformanceMetrics, PerformanceTracker, StructureLearningUtils, VariationalInference …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/docs/other/axiom/axiom_implementation/utils/AGENTS.md@sha256:99db26fecfc5d3b0The line at the top of this page pins the label git:20260906.82c8031, 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_ghl4syrxa2xeabws)
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Versions
The registry has recorded 1 version of this file, committed on Sep 6, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (2089 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_ghl4syrxa2xeabws GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/docs/other/axiom/axiom_implementation/utils/AGENTS.md GET https://markdownregistry.com/api/v1/blob/99db26fecfc5d3b04effdae8c2e5e1e9e3888b3bb637c9fe3b653077c7f8d048
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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