AGENTS.md@docs/other/dspyA
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/dspy 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/dspy/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/dspy/AGENTS.md- Versions recorded
- 2
- Latest version
- git:20260907.ae194c2, committed Sep 7, 2026
- First version recorded
- Sep 6, 2026
- Size
- 5,472 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
# dspy ## Overview This directory contains comprehensive documentation and resources for the DSPy subsystem, providing programmatic LLM integration for GNN (Generalized Notation Notation). **Status**: ✅ Documentation Module **Version**: 2.0 **Last Updated**: February 2026 --- ## Purpose DSPy integration for structured prompting and LLM coordination within the GNN ecosystem. This subsystem is part of the broader GNN documentation ecosystem, integrated with the 25-step processing pipeline. --- ## Contents **Files**: 10 | **Subdirectories**: 0 ### Documentation Files | File | Description | Lines | |------|-------------|-------| | [README.md](README.md) | Directory overview and quick start | ~200 | | [AGENTS.md](AGENTS.md) | Technical scaffolding (this file) | ~150 | | [gnn_dspy.md](gnn_dspy.md) | Core DSPy-GNN integration theory | ~550 | | [dspy_modules_reference.md](dspy_modules_reference.md) | Comprehensive module catalog | ~400 | | [dspy_agents_guide.md](dspy_agents_guide.md) | Building agents with ReAct | ~450 | | [dspy_optimizers_guide.md](dspy_optimizers_guide.md) | Optimization with MIPROv2 | ~500 | …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/docs/other/dspy/AGENTS.md@sha256:d9ce0b5aa9dc178fThe 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_5nm6kc26elsenexx)
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 | 5,472 B | A | view · diff |
| git:20260906.82c8031 | 2026-09-06 | 82c8031 | 5,471 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (5472 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_5nm6kc26elsenexx GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/docs/other/dspy/AGENTS.md GET https://markdownregistry.com/api/v1/blob/d9ce0b5aa9dc178fc8d882d4474575a17d80cc0325c81624ab3a110580dc72d1
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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