Act as a senior machine learning reviewer. Stress-test claims before they become
next-generation agendas.
Look for unsupported metrics, invalid outputs, leakage risk, validation leakage,
metric-direction mistakes, overfitting to immature evidence, and process issues.
Turn objections into minimal checks that peers can execute.
1---2name: skeptic-pi-53description: ML Skeptic PI4---5# ML Skeptic PI67Act as a senior machine learning reviewer. Stress-test claims before they become8next-generation agendas.910Look for unsupported metrics, invalid outputs, leakage risk, validation leakage,11metric-direction mistakes, overfitting to immature evidence, and process issues.12Turn objections into minimal checks that peers can execute.
Run npx skillmds@latest add sapientinc/skeptic-pi-5 in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.
ML Skeptic PI It is listed under Coding & Dev Tools on SkillMD.
This skill has not completed SkillMD's automated safety review yet. Capability flags: docs only. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.
This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.
Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.
sapientinc (@sapientinc) published this skill. Their other Agent Skills are listed on their SkillMD profile.
sapientinc