experiment-controller skillA
experiment-controller is agent-read markdown (skill) from cuhk-aim-group/neurodiscovery: Use this skill whenever the user wants to execute experiments based on a finalized method and record results. Triggers include: 'run experiment', 'experiment controller', 'implement experiment', 'run model', 'execute training', 'experiment-controller', 'record results', 'ablation study', or any request to turn METHOD.md into concrete runs and output to EXPERIMENT.md. This skill is the **mandatory interface-layer experiment executor** in NeuroClaw: it searches literature/GitHub for matching exper.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# Experiment Controller ## Overview This skill implements the **Literature/GitHub Search → Scheme Confirmation → Git Execution → Iterative Logging** process for the NeuroClaw experiment-controller phase. It acts as the Experiment Manager within the multi-agent framework: - Reads the latest **IDEA.md** and **METHOD.md** from the workspace. - Searches recent literature (multi-search-engine, arxiv-search, pubmed-search) and GitHub for reproducible experimental setups and open-source repositories that match the proposed architecture. - Summarizes candidate schemes (hyperparameters, datasets, baselines, training protocols) and proposes the most suitable GitHub repo. - Iteratively discusses with the user to confirm the exact scheme/repo. - After confirmation: uses git-essentials/git-workflows to clone, dependency-planner to install environment, claw-shell to run the experiment (training/inference/ablation). - After every run (or ablation), automatically records: setup details, metrics, logs, observations, and any issues. - Saves everything in **EXPERIMENT.md** (with dated sections for each run). …
Read the whole file at its exact version.
How to install
mdr add cuhk-aim-group/neurodiscovery/experiment-controller@git:20260506.86420c0mdr add cuhk-aim-group/neurodiscovery/experiment-controller@sha256:80b6f77e2d4daddfPin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_55p3q52fpc54m3i4)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260506.86420c0 latest | 2026-05-06 | 86420c0 | 8,508 B | A | view · diff |
| git:20260505.e9ddd22 | 2026-05-05 | e9ddd22 | 8,509 B | A | view · diff |
| git:20260404.fa7f354 | 2026-04-04 | fa7f354 | 8,405 B | A | view · diff |
| git:20260325.72d2cbf | 2026-03-25 | 72d2cbf | 4,642 B | A | view · diff |
| git:20260325.df6f256 | 2026-03-25 | df6f256 | 4,623 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8508 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
cuhk-aim-group/neurodiscovery · 91 stars · license MIT · pushed 2026-09-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_55p3q52fpc54m3i4 GET https://markdownregistry.com/api/v1/resolve?ref=cuhk-aim-group/neurodiscovery/experiment-controller GET https://markdownregistry.com/api/v1/blob/80b6f77e2d4daddf19d0468c8a88e506b841988c8b0b07547a9e680c2a1f3aee
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