# Organize Ml Workspace

> Decide where files live in an ML experimentation project: reusable code in src/<pkg/, one %% script per experiment in experiments/, design notes + index in journal/, reports in reports/, agent-only probes in scratch/. Owns the layout, the file-creation rules (one file per experiment, ask before editing), and the jupytext %% script convention. Never imposes data/ — the user owns that. TRIGGER — any of: - Starting a new ML project / scaffolding a workspace. - About to create the first experiment file in a project. - About to create src/<pkg/data.py / features.py / pipeline.py / evaluate.py for the first time. - About to write a .ipynb for experimentation — redirect to a %% script under experiments/. - User asks where something should live, how to organize the project, or how to set up the workspace. - About to add a new experiment iteration — decide new file vs edit existing (ask the user). SKIP when: the file is clearly part of an already-populated module (e.g., adding a function to existing features.py); pure refactor inside a single existing file; pipeline declaration mechanics (build-ml-pipeline); evaluation mechanics (evaluate-ml-pipeline); skore symbol lookup (python-api). HOW TO USE: first run the Detection table below — if any signal matches, glue to existing conventions (do not rename or move folders). If no signal matches, scaffold the default layout. Emit the Pre-flight checklist as visible text and read the Stop conditions before any file is created or edited. Use templates in templates/; copy and adapt, do not rewrite from scratch.

## Facts
- Page: https://tashan.sh/capability/skill-probabl-ai-organize-ml-workspace
- tashan id: skill:probabl-ai/organize-ml-workspace
- Source: https://github.com/probabl-ai/skills
- Type: skill
- Category: other
- tashan score: not scored (catalogued only — too little public evidence)
- Adoption: 9.0
- Upkeep: 97.0
- Freshness: 94.0
- Evidence coverage: 84% of the inputs this score can use
- Health: active
- Instruction depth: not yet graded
- License: BSD-3-Clause
- Official: no

## Install

```sh
cp -r organize-ml-workspace ~/.claude/skills/
```

## Security audit
Not scanned. We audit npm-published capabilities; this one has no npm package we can resolve, or has not reached the queue. This is not a clean bill of health.

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Measured 2026-08-14 by tashan (https://tashan.sh) from public evidence. Scorer s5.