magnus919/agent-skills · ml-engineering/SKILL.md

ml-engineering skillA

ml-engineering is agent-read markdown (skill) from magnus919/agent-skills: Plan and execute production ML engineering work — model training and fine-tuning (LoRA/QLoRA), evaluation and eval-set design, quantization decisions, inference deployment, lineage, feature parity, drift response, and regression triage, grounded in practical engineering patterns for production ML systems. Do not use for statistical modeling and experimental design (that's the data scientist) or for operating a specific inference engine (that's a tool skill such as llama-cpp or vllm)..

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 magnus919/agent-skills/ml-engineering@git:20260914.c407724
Exact content
mdr add magnus919/agent-skills/ml-engineering@sha256:83d5d20375d7d79e

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_3ajakyflx4f25dhm.svg)](https://markdownregistry.com/a/art_3ajakyflx4f25dhm)

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Versions

versioncommittedcommitsizeaudit
git:20260914.c407724 latest2026-09-14 c407724 5,916 BA view · diff
git:20260803.6181f172026-08-03 6181f17 5,364 BA view · diff
git:20260803.92299e12026-08-03 92299e1 5,172 BA view · diff
git:20260721.c7c4d3b2026-07-21 c7c4d3b 3,357 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 (5916 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

magnus919/agent-skills · 81 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3ajakyflx4f25dhm
GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/ml-engineering
GET https://markdownregistry.com/api/v1/blob/83d5d20375d7d79e05f58383229ef5b563aee1adc75398315cd4f3d8eaa95b1f