Paperthin provides a skillbook designed for agentic engineering and recursive self-improvement.
Follow the documented setup, then try a first task.
Installs: The paperthin plugin bundle, documented to update at every session start. · Codex
Run this command in a terminal to add the marketplace and install the paperthin plugin.
codex plugin marketplace add LilMGenius/paperthin && codex plugin add paperthin@paperthin
Installs: The complete paperthin plugin bundle. The listed skill paths are a bounded selection of its manifest, not its complete inventory. · Claude Code
Run this command in a terminal to add the marketplace and install the paperthin plugin.
claude plugin marketplace add LilMGenius/paperthin && claude plugin install paperthin@paperthin
Inside a Claude Code session, run /plugin, open Marketplaces, select paperthin, and choose Enable auto-update once.
Installs: Global installation of the paperthin skills with a daily update schedule. · Every other agent
Run the complete command in a terminal to install the skills globally and install their daily update schedule.
npx skills@latest add LilMGenius/paperthin --global --agent '*' && node "$HOME/.agents/skills/re0-upgrade/scripts/schedule/schedule.mjs" install
Uses aim
Make sure aim is installed in your agent before trying this task.
Use aim to read the material I attached end to end. Propose the most likely intent in one grounded sentence, briefly say what you would do next, and ask me to confirm or adjust it.
Uses nba
Make sure nba is installed in your agent before trying this task.
Use nba to read this project's current state and recommend one next best action without executing it. Cite the evidence behind the choice and explain where we are, why this action matters now, and what observable result would mean it is done.
Uses mandela
Make sure mandela is installed in your agent before trying this task.
Use mandela to audit the attached validation design in its default read-only mode. Identify its model, scorer, designer, and dataset; check the eight leakage patterns; and report only patterns that fire, with evidence and an independent-ground-truth fix for each. Do not rewrite the experiment.
Claude
Codex
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OpenCode
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