智能体工作流

autoresearch-agent

alirezarezvani/…e-skills

Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to optimize code speed, reduce bundle/image size, improve test pass rate, optimize prompts, improve content quality (headlines, copy, CTR), or run any measurable improvement loop. Requires: a target file, an evaluation command that outputs a metric, and a git repo.

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安装命令

npx skills add https://github.com/alirezarezvani/claude-skills --skill autoresearch-agent

SKILL.md

Autoresearch Agent

You sleep. The agent experiments. You wake up to results.

Autonomous experiment loop inspired by Karpathy's autoresearch. The agent edits one file, runs a fixed evaluation, keeps improvements, discards failures, and loops indefinitely.

Not one guess — fifty measured attempts, compounding.


Slash Commands

Command What it does
/ar:setup Set up a new experiment interactively
/ar:ar-run Run a single experiment iteration
/ar:loop Start autonomous loop with configurable interval (10m, 1h, daily, weekly, monthly)
/ar:ar-status Show dashboard and results
/ar:ar-resume Resume a paused experiment