AGENTS.md@src/gnn/execute/stanA
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AGENTS.md@src/gnn/execute/stan 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/stan/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/stan/AGENTS.md- Versions recorded
- 3
- Latest version
- git:20261002.4fbe8e4, committed Oct 2, 2026
- First version recorded
- Sep 6, 2026
- Size
- 2,811 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
# Stan Executor (`src/gnn/execute/stan/`) ## Purpose Execute the Stan artifacts produced by `src/gnn/render/stan/`. Each rendered model ships a `<stem>_stan.stan` program and a sibling `<stem>_stan.py` cmdstanpy driver. Step 12 discovers the driver like any other Python framework script (framework directory `stan/`, output env var `STAN_OUTPUT_DIR`) and runs it. ## What the driver does 1. Simulates a trajectory from the GNN generative model with a fixed seed (discrete: A/B/D with a uniform-random exploratory policy; continuous: LGSSM with an in-loop Kalman filter and optional closed-loop control). 2. Writes `<stem>_stan_data.json`, compiles the `.stan` program with CmdStan (`cmdstanpy.CmdStanModel`), then samples with NUTS (1 chain, 300 warmup, 300 draws, seeded) or, for discrete models with more than `stan_nuts_param_budget` (default 1024) simplex parameters, fits the MAP with L-BFGS. 3. Writes `simulation_results.json` — discrete: filtered beliefs (T×S), learned `A_posterior_mean` (O×S), `rhat_max_A_est`; continuous: posterior means/covariances, `obs_noise_scale_posterior_mean`, `rmse_vs_true`. Exit code 0 iff `validation.all_valid`. …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/stan/AGENTS.md@sha256:bc21ca8c4276675eThe 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_vq3zajf4eqprnllp)
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Versions
The registry has recorded 3 versions of this file, between Sep 6, 2026 and Oct 2, 2026, about one every 13 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261002.4fbe8e4 latest | 2026-10-02 | 4fbe8e4 | 2,811 B | A | view · diff |
| git:20260921.420751c | 2026-09-21 | 420751c | 1,951 B | A | view · diff |
| git:20260906.e62b9e9 | 2026-09-06 | e62b9e9 | 1,932 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (2811 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_vq3zajf4eqprnllp GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/execute/stan/AGENTS.md GET https://markdownregistry.com/api/v1/blob/bc21ca8c4276675ecd9510e664c6156e74355516dc214ce3f499d6441bf9d284
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Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.
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