AGENTS.md@docs/other/vec2textA
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/vec2text 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/vec2text/AGENTS.md@git:20260907.ae194c2Pins git:20260907.ae194c2 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/vec2text/AGENTS.md- Versions recorded
- 2
- Latest version
- git:20260907.ae194c2, committed Sep 7, 2026
- First version recorded
- Sep 6, 2026
- Size
- 5,065 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
# Vec2Text Documentation Agent > **📋 Document Metadata** > **Type**: Embedding Inversion Integration Agent | **Audience**: Researchers, NLP Engineers | **Complexity**: Advanced > **Cross-References**: [README.md](README.md) | [Vec2Text GNN Guide](vec2text_gnn.md) | [LLM Integration](../../gnn/advanced/gnn_llm_neurosymbolic_active_inference.md) | [Main Documentation](../README.md) ## Overview This directory contains comprehensive documentation, resources, and implementation guides for integrating **Vec2Text** (Embedding Inversion System) with GNN (Generalized Notation Notation). Vec2Text provides advanced text embeddings inversion capabilities, reconstructing original text from dense vector representations, with implications for privacy and interpretability in Active Inference modeling. **Status**: ✅ Production Ready **Version**: 1.0 ## Purpose Vec2Text integration enables: - **Model Interpretability**: Reconstruct text representations from model embeddings - **Privacy Analysis**: Analyze privacy implications of embedding-based models - **Information-Theoretic Insights**: Explore information-theoretic principles in Active Inference …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/docs/other/vec2text/AGENTS.md@sha256:40173f3be94bf92bThe line at the top of this page pins the label git:20260907.ae194c2, 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_dmcn72pe33k3yb5h)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 6, 2026 and Sep 7, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260907.ae194c2 latest | 2026-09-07 | ae194c2 | 5,065 B | A | view · diff |
| git:20260906.82c8031 | 2026-09-06 | 82c8031 | 5,064 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (5065 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_dmcn72pe33k3yb5h GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/docs/other/vec2text/AGENTS.md GET https://markdownregistry.com/api/v1/blob/40173f3be94bf92b293998b5bc7dfbba59ef335b63b26d47a025cf8c77c8f791
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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