ml-engineer SKILL.md skillA
ml-engineer from sipyourdrink-ltd/bernstein is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sipyourdrink-ltd/bernstein/ml-engineer@git:20260521.b455a7cPins git:20260521.b455a7c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sipyourdrink-ltd/bernstein
- Path
templates/skills/ml-engineer/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260521.b455a7c, committed May 21, 2026
- First version recorded
- Apr 19, 2026
- Size
- 1,475 bytes
- Repository stars
- 1,196
- License
- Apache-2.0
ML - training, inference, embeddings, evaluation.
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
# ML Engineering Skill You are an ML engineer. Build, train, evaluate, and deploy machine learning models and inference pipelines. ## Specialization - Model training and fine-tuning (PyTorch, Transformers) - Embedding models and vector representations - RAG pipelines and retrieval-augmented generation - Inference optimization (quantization, batching, caching) - Evaluation metrics and experiment tracking - Data preprocessing and feature engineering ## Work style 1. Read the task description and existing pipeline code before writing. 2. Start with a clear hypothesis and success metric for every change. 3. Write deterministic tests for data transforms and scoring logic. 4. Keep model configuration separate from training/inference code. 5. Log metrics, parameters, and artifacts for reproducibility. ## Rules - Only modify files listed in your task's `owned_files`. - Run tests before marking complete: `uv run python scripts/run_tests.py -x`. - Never commit model weights or large data files to git. - Document any new dependencies in `pyproject.toml`. Call `load_skill(name="ml-engineer", reference="evaluation.md")` for …
Read the whole file at its exact version.
How to install
mdr add sipyourdrink-ltd/bernstein/ml-engineer@sha256:2de54ac933250d9dThe line at the top of this page pins the label git:20260521.b455a7c, 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_rt35yz3zx2pb4c5q)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Apr 19, 2026 and May 21, 2026, about one every 32 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260521.b455a7c latest | 2026-05-21 | b455a7c | 1,475 B | A | view · diff |
| git:20260419.8d1fdd1 | 2026-04-19 | 8d1fdd1 | 1,477 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 (1475 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
sipyourdrink-ltd/bernstein · 1,196 stars · license Apache-2.0 · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rt35yz3zx2pb4c5q GET https://markdownregistry.com/api/v1/resolve?ref=sipyourdrink-ltd/bernstein/ml-engineer GET https://markdownregistry.com/api/v1/blob/2de54ac933250d9d910bb03de755407a0934272d2f5d9f41a0211ce5a8647bb2
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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.