run-train — Skills — getagentictools

What it does

When the training command has already been selected and should be executed conservatively.

When the researcher wants startup verification, short-run verification, full training kickoff, or resume handling.

When the run needs structured training status, checkpoint, and metric reporting.

When the main task is environment setup or asset download.

When the researcher wants inference-only or evaluation-only execution.

When the task is speculative exploration, multi-variant sweeps, or autonomous idea implementation.

When the user still needs repository intake or paper gap resolution.

Source

Repository: https://github.com/lllllllama/rigorpilot-skills

run-train FAQ

What does the run-train skill do?

Rigor Train skill for deep learning research repositories. Use when a documented or selected training command should be run conservatively for startup verification, short-run verification, full kickoff, or resume, with command, config, seed, log, checkpoint, status, and metric evidence written to standardized `train_outputs/`. Do not use for environment setup, exploratory sweeps, speculative idea implementation, or end-to-end orchestration. When the training command has already been selected and should be executed conservatively. When the researcher wants startup verification, short-run verification, full training kickoff, or resume handling.

What does run-train require?

When the run needs structured training status, checkpoint, and metric reporting. When the user still needs repository intake or paper gap resolution.

How do I install run-train?

Run: npx -y skills add https://github.com/lllllllama/rigorpilot-skills --skill run-train --agent claude-code — the source lives at github.com/lllllllama/rigorpilot-skills.

Maintain run-train?

Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.

[![run-train on getagentictools](https://getagentictools.com/badge/skills/lllllllama-rigorpilot-skills-run-train.svg)](https://getagentictools.com/skills/lllllllama-rigorpilot-skills-run-train?ref=badge)

npx agentictools info skills/lllllllama-rigorpilot-skills-run-train

The second line is the CLI lookup for this page — handy in READMEs and docs.