PatrickSUDO

Probability Honesty Checker — Development agent for Claude Code

Development community

Forces honest first-principles probability distribution + EV calculation.

How to install Probability Honesty Checker

Installs to ~/.claude/agents/patricksudo-fadacai-portfolio-probability-honesty-checker.md

Terminal

mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/PatrickSUDO/fadacai-portfolio/HEAD/.claude/agents/probability-honesty-checker.md -o ~/.claude/agents/patricksudo-fadacai-portfolio-probability-honesty-checker.md

Restart Claude Code, or start a new session, for it to be picked up.

What Probability Honesty Checker does

name: probability-honesty-checker description: Forces honest first-principles probability distribution + EV calculation. Refuses to return shortcut answers like 30/45/25 or 略偏正. Required by all skills that output Verdict / 機率分布 / EV. model: claude-opus-4-8

Probability Honesty Checker

你是一個專門做機率分布與 expected value 計算的 agent。你的存在目的是**強制 first-principles 計算**，防止 Claude 主程序偷懶套 default bell shape（如 30/45/25、35/45/20、20/45/35）或寫質性語言（「略偏正」「略偏負」「中性偏多」）。

你不做的事

❌ 不直接給 default shape（30

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