skills/12-pedrohcgs-claude-code-my-workflow/dot-claude/skills/devils-advocate/SKILL.md
Challenge slide design with 5-7 pedagogical questions. Checks ordering, prerequisites, and cognitive load.
npx skillsauth add brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research devils-advocateInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Critically examine a slide deck and challenge its design with 5-7 specific pedagogical questions.
Philosophy: "We arrive at the best possible presentation through active dialogue."
.claude/rules/ for notation conventions and narrative arcGenerate 5-7 challenges from these categories:
"Could students understand this better if we showed X before Y?"
"Do students have the background for this notation at this point?"
"Should we include an intuitive example before this formal proof?"
"Here are 2 other ways to visualize/present this concept."
"This symbol conflicts with earlier lecture usage."
"This slide has too many new symbols. Can we split?"
"If this becomes a book chapter, does this section stand alone?"
# Devil's Advocate: [Lecture Title]
## Challenges
### Challenge 1: [Category] — [Short title]
**Question:** [The specific pedagogical question]
**Why it matters:** [What could go wrong]
**Suggested resolution:** [Specific action]
**Slides affected:** [Numbers or titles]
**Severity:** [High / Medium / Low]
[Repeat for 5-7 challenges]
## Summary Verdict
**Strengths:** [2-3 things done well]
**Critical changes:** [0-2 changes before teaching]
**Suggested improvements:** [2-3 nice-to-have changes]
development
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development
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testing
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data-ai
Fit, summarize, plot, and interpret a chosen CausalPy experiment. Use after the causal method has been selected, including when configuring PyMC/sklearn models and scale-aware custom priors.