Cookies

With your permission, we use Google Analytics cookies to measure visits and improve the site. Necessary cookies are always on. You can change your choice or withdraw consent anytime in the footer, under Cookie settings. Cookie Policy

Skip to content
PTEN
Get started

checkpoint-promotion

Gate fine-tuned checkpoints with drift budgets, paired comparison, and forgetting checks before promotion. Use after a training run produces a checkpoint, when deciding whether a tuned model ships, or when a promoted model needs re-gating…

  • Skills
  • General
  • 0

What it does and how to use it

A skill that teaches Claude Code to do general tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/wshobson-agents__checkpoint-promotion && curl -fsSL https://doutorai.pt/data/lib/skills__wshobson-agents__checkpoint-promotion.md -o .claude/skills/wshobson-agents__checkpoint-promotion/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

---
name: checkpoint-promotion
description: Gate fine-tuned checkpoints with drift budgets, paired comparison, and forgetting checks before promotion. Use after a training run produces a checkpoint, when deciding whether a tuned model ships, or when a promoted model needs re-gating against updated goldens.
---

# Checkpoint Promotion

The Phase 5 gate for the whole
plugin: a checkpoint that trains
cleanly and beats its task metric
still doesn't ship without
clearing all four stages below.
`eval-harness-first` built the
suite re-run here - this skill is
where that suite's baseline
decides somet

- 🔒 Full content on the Pro plan (€7.99/month) -

Need help with Claude Code?

Ask Dr AI - it explains things simply.

Need a tailor-made solution?

Not sure where to start with AI in your business? Get a free assessment and a tailored plan - no commitment.

Save hours every week with AI, no hassle

Doutor AI gives you 1,859 ready-to-copy AI prompts, by industry and in plain English - plus a complete technical library for those who want to go further.

See plans