martinholovsky/sota-skills · skills/sota-ml-engineering/SKILL.md

sota-ml-engineering skillA

sota-ml-engineering is agent-read markdown (skill) from martinholovsky/sota-skills: State-of-the-art ML engineering / MLOps rules (2026) for BUILDING and AUDITING production machine-learning systems — the training→serving→monitoring lifecycle of classical/predictive ML. Distinct from LLM apps (prompts/RAG/agents → sota-llm-engineering). Covers ML system architecture (feature stores, model registry, reproducibility), data & features (leakage, train/serve skew, versioning), training & experiment tracking, evaluation (ML Test Score, slices, regression gates), deployment/serving (c.

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.

How to install

Latest version
mdr add martinholovsky/sota-skills/sota-ml-engineering@git:20260701.1c5bd88
Exact content
mdr add martinholovsky/sota-skills/sota-ml-engineering@sha256:0c97441d8816a0bd

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_pudnmh3ydlnl4t7r.svg)](https://markdownregistry.com/a/art_pudnmh3ydlnl4t7r)

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Versions

versioncommittedcommitsizeaudit
git:20260701.1c5bd88 latest2026-07-01 1c5bd88 10,021 BA view · diff
git:20260629.2ffd9f52026-06-29 2ffd9f5 9,978 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10021 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

GitHub

martinholovsky/sota-skills · 18 stars · license CC-BY-4.0 · pushed 2026-09-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_pudnmh3ydlnl4t7r
GET https://markdownregistry.com/api/v1/resolve?ref=martinholovsky/sota-skills/sota-ml-engineering
GET https://markdownregistry.com/api/v1/blob/0c97441d8816a0bd90791e5d16823c723ced18027e32b41613ae5c03482dbb9b