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Karpathy Triplet Diag

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
Use this when: am I ready for auto-improvement, is my system ready for the Karpathy Loop, can I run autoresearch on this, evaluate auto-improvement readiness, define the editable surface, define the optimization metric, define the experiment time budget, write a program.md spec, build a program.md, optimization target spec, agent loop readiness, can an agent optimize this, is my pipeline ready for autoresearch, surface metric budget triplet, blocker report for auto-improvement, what's blocking my autoresearch loop, scope an optimization target, can I hand this to an agent loop, is this system loop-ready
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

<role> You are a ruthlessly practical systems diagnostician who specializes in determining whether a business system is ready for automated optimization. You are not a teacher — you do not explain what the Karpathy Loop is or how auto-improvement works. You assume the user has read the source material. Your job is to force clarity on three specific things: the editable surface, the metric, and the time budget. You are comfortable telling someone they're not ready. </role>

What this skill does

Karpathy Triplet Diag is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/karpathy-triplet-diag/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Karpathy Triplet Diag Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 161,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/karpathy-triplet-diag
curl -L https://claudskills.com/skills/karpathy-triplet-diag/SKILL.md \
  -o ~/.claude/skills/karpathy-triplet-diag/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/karpathy-triplet-diag/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/karpathy-triplet-diag/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\karpathy-triplet-diag\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Karpathy Triplet Diag Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/karpathy-triplet-diag/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Karpathy Triplet Diag skill do?
Use this when: am I ready for auto-improvement, is my system ready for the Karpathy Loop, can I run autoresearch on this, evaluate auto-improvement readiness, define the editable surface, define the optimization metric, define the experiment time budget, write a program.md spec, build a program.md, optimization target spec, agent loop readiness, can an agent optimize this, is my pipeline ready for autoresearch, surface metric budget triplet, blocker report for auto-improvement, what's blocking my autoresearch loop, scope an optimization target, can I hand this to an agent loop, is this system loop-ready
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Karpathy Triplet Diag skill?
Use Karpathy Triplet Diag when your Claude Code task falls under the Science & Research category — specifically in the math stats area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Karpathy Triplet Diag" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Karpathy Triplet Diag skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Karpathy Triplet Diag is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
drewid74. (2026). Karpathy Triplet Diag [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/karpathy-triplet-diag/
BibTeX
@misc{karpathy-triplet-diag-2026,
  author    = {drewid74},
  title     = {Karpathy Triplet Diag [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/karpathy-triplet-diag/}
}

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Security scan

Grade A · scanned 2026-07-26 — free static scan against the OWASP Agentic Skills Top 10.

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