Use when writing, revising, or auditing a standalone Markdown explanation of a research paper. Produces image-supported, source-verified explanations for an average reader in the paper's field, prioritizes the paper's mechanisms and algorithms over background or benchmark dumps, checks appendices/code/official web resources, follows md-report-writer information-density rules, and runs separate Reviewer and Reader subagents.
Use when generating a physics or engineering experiment report from measured data and reference materials — orchestrates Theory, Data Analysis, Plotting, and Report sub-agents to produce a compiled LaTeX PDF. Also use for any sub-task in that pipeline: deriving formulas, analyzing lab data, plotting measurements with theory overlay, or writing/compiling the report.
Use when creating LaTeX Beamer presentation slides from documents, especially for academic presentations. Use when source document contains structured content with sections, subsections, or clear hierarchical organization that should be preserved in slides.
Professional LaTeX experiment report writing assistant for physics and engineering. Focuses on narrative flow, coherent explanations, proper academic style, structured content, and LaTeX best practices.
Use when writing math textbook content in XeLaTeX, including definitions, theorems, proofs, and section formatting in English or Chinese.
Use when enhancing existing lecture notes with multiple course source materials (recordings, PPT slides, existing notes)
Professional report writing assistant using Markdown. Focuses on narrative flow, coherent explanations, noun-definition-first style, code interpretation, and proper Mermaid diagram usage.
Use when processing multiple independent tasks with bounded concurrency to manage resource limits, avoid rate limits, or prevent system overload