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lllllllama avatar

Run Train

lllllllama/ai-paper-reproduction-skill
226 installs289 stars
Summary

When you've already figured out your training command and just need to run it with proper evidence collection, this is your tool. It handles startup checks, short verification runs, full training kickoffs, and resumes, then writes everything (commands, logs, configs, checkpoints, metrics) into a standardized train_outputs directory. It's not for environment setup or exploratory sweeps. The boundaries are refreshingly clear: you bring a runnable command and a goal, it executes conservatively and gives you structured output including status.json and a scientific changelog. Built for deep learning repos where reproducibility context matters more than moving fast and breaking things.

Install to Claude Code

npx -y skills add lllllllama/ai-paper-reproduction-skill --skill run-train --agent claude-code

Installs into .claude/skills of the current project.

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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
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AI writes the code. CodeRabbit catches the slop.
Try For Free →
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create and run specialised agents in minutes
build now →
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Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
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Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
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Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
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Integrate web data into your AI product. One API to scrape website & brand data.
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belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
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Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Categories
AI & Agent Building
First SeenJun 3, 2026
View on GitHub

More from lllllllama/ai-paper-reproduction-skill

All 11 skills →
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  • Analyze Project240
  • Explore Code237
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