
Compile a Beamer LaTeX slide deck with XeLaTeX (3 passes + bibtex). Use when compiling lecture slides.
Show current context status and session health. Use to check how much context has been used, whether auto-compact is approaching, and what state will be preserved.
Challenge slide design with 5-7 pedagogical questions. Checks ordering, prerequisites, and cognitive load.
Interactive interview to formalize a research idea into a structured specification with hypotheses and empirical strategy
Extract reusable knowledge from the current session into a persistent skill. Use when you discover something non-obvious, create a workaround, or develop a multi-step workflow that future sessions would benefit from.
Run holistic pedagogical review on lecture slides. Checks narrative arc, student prerequisites, worked examples, notation clarity, and deck pacing.
Generate structured research questions, testable hypotheses, and empirical strategies from a topic or dataset
Run the R code review protocol on R scripts. Checks code quality, reproducibility, domain correctness, and professional standards. Produces a report without editing files.
Translate Beamer LaTeX to Quarto RevealJS. Multi-phase workflow with TikZ extraction and QA.
Generate speaker notes (presentation script) for Quarto RevealJS slides. Supports English and Korean. Use when user asks to "write speaker notes", "add presentation script", "speaker script", "발표 스크립트", or "스피커 노트".
Validate bibliography entries against citations in all lecture files. Find missing entries and unused references.
Visual PDF regression test comparing current Beamer output against a baseline branch. Use when checking if slide changes introduced visual regressions.
Perform adversarial visual audit of Quarto or Beamer slides checking for overflow, font consistency, box fatigue, and layout issues.
Multi-agent slide review (visual, pedagogy, proofreading). Use for comprehensive quality check before milestones.
Comprehensive manuscript review covering argument structure, technical methodology, citation completeness, and potential referee objections
Adversarial Quarto vs Beamer QA. Critic finds issues, fixer applies fixes, loops until APPROVED (max 5 rounds).
Run the proofreading protocol on lecture files. Checks grammar, typos, overflow, consistency, and academic writing quality. Produces a report without editing files.
Structured literature search and synthesis with citation extraction and gap identification
Extract TikZ diagrams from Beamer source, compile to PDF, convert to SVG with 0-based indexing. Use when updating TikZ diagrams for Quarto slides.
Render Quarto slides and deploy to GitHub Pages via CI/CD. Use when deploying lecture slides after making changes.
Deep consistency audit of the entire repository infrastructure. Launches 4 parallel specialist agents to find factual errors, code bugs, count mismatches, and cross-document inconsistencies. Then fixes all issues and loops until clean. Use when: after making broad changes, before releases, or when user says "audit", "find inconsistencies", "check everything".
End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures
Create new Beamer lecture from papers and materials. Guided workflow with notation consistency.
Stage, commit, create PR, and merge to main. Use for the standard commit-PR-merge cycle.