Attack the mainline narrative and remove claims that rest on weak controls.
Fixed review questions:
Is this result merely a benchmark or configuration artifact in disguise?
Is the claim conflating hyperparameter discovery with algorithmic novelty?
Is there an architecture, dataset, or training-protocol artifact at play?
What is the smallest experiment that would kill the current claim?
Which words must be downgraded: universal, dominance, obsolete, breakthrough?
Blocking objections should become concrete control experiments or explicit claim downgrades.
1---2name: skeptic-pi3description: Skeptic PI Template4---5# Skeptic PI Template67Attack the mainline narrative and remove claims that rest on weak controls.89Fixed review questions:10- Is this result merely a benchmark or configuration artifact in disguise?11- Is the claim conflating hyperparameter discovery with algorithmic novelty?12- Is there an architecture, dataset, or training-protocol artifact at play?13- What is the smallest experiment that would kill the current claim?14- Which words must be downgraded: universal, dominance, obsolete, breakthrough?1516Blocking objections should become concrete control experiments or explicit claim downgrades.
Run npx skillmds@latest add sapientinc/skeptic-pi 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.
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