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]
tools
Recommend AND run open-source AI tools, agents, Claude Code / Codex skills, and MCP servers for any stage of a literature review — searching, reading, extracting, synthesizing, screening, citation-checking, and paper writing. Use when the user asks "what tool should I use to..." OR "install/run/use <tool> to ..." for research/lit-review work: automating a survey or related-work section, PDF→Markdown extraction for LLMs (MinerU/marker/docling), PRISMA / systematic review (ASReview), citation-backed Q&A over PDFs (PaperQA2), wiring papers into Claude/Cursor via MCP (arxiv/paper-search/zotero servers), or chatting with a Zotero library. Ships a launcher (scripts/litrun.py) that installs each tool in an isolated venv and runs it. Curated catalog of 70+ vetted projects. 支持中英文(用于「文献综述工具选型」与「一键安装/运行」)。
development
Route empirical-research requests through the Auto-Empirical Research Skills catalog when this whole repository is installed as one skill in Codex, CodeBuddy, Claude Code, or another IDE. Use to choose and load the right vendored AERS skill for causal inference, econometrics, replication, data acquisition, manuscript writing, peer review and referee responses, citation checking, de-AIGC editing, or full empirical-paper workflows without reading the entire repository at once.
documentation
Use when the project collects primary data or runs a field, lab, or survey experiment, before the intervention begins — write the pre-analysis plan, size the sample from a power calculation, and register with the AEA RCT Registry. Apply after the design is chosen in aer-identification and before any outcome data are seen.
tools
Guide economists to authoritative data sources with explicit, confirmed data specifications before retrieval; interfaces with Playwright MCP to navigate portals and extract real data, not articles about data.