pjt222/agent-almanac · i18n/caveman-lite/skills/label-training-data/SKILL.md

label-training-data skillA

label-training-data is agent-read markdown (skill) from pjt222/agent-almanac: Set up systematic data labeling workflows using Label Studio or similar tools. Implement quality controls, measure inter-annotator agreement, manage labeler teams, and integrate labeled data into ML training pipelines. Use when starting a supervised ML project that requires labeled training data, when model performance is limited by insufficient labeled examples, when labeling text, images, audio, or video, or when implementing active learning to prioritize the most valuable examples..

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 pjt222/agent-almanac/label-training-data@v1.0
Exact content
mdr add pjt222/agent-almanac/label-training-data@sha256:2a267e784f1a6fea

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_3q737jinklla3skk.svg)](https://markdownregistry.com/a/art_3q737jinklla3skk)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-08-17 a784899 8,444 BA view · diff
v1.02026-04-26 f5b501b 8,415 BA view · diff
v1.02026-04-19 e334ebd 8,470 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 (8444 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

pjt222/agent-almanac · 33 stars · license MIT · pushed 2026-09-16 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_3q737jinklla3skk
GET https://markdownregistry.com/api/v1/resolve?ref=pjt222/agent-almanac/label-training-data
GET https://markdownregistry.com/api/v1/blob/2a267e784f1a6feacc153ee5ca804cd9630a08bb24f774a96c59db0b0193b13b

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.