Use when coordinating a full research project, graduation thesis, dissertation, paper pipeline, literature-to-experiment-to-writing workflow, or when deciding which research, notebook, PDF, DOCX, citation, visualization, or audit skill to use next.
Use when planning, implementing, reviewing, or refactoring research experiment code, including experiment architecture, data pipelines, model or algorithm modules, training/evaluation scripts, config management, logging/output conventions, reproducibility checks, and mapping code runs to thesis experiments.
Use when performing final checks before submitting, defending, compiling, or revising a research paper, graduation thesis, dissertation, journal manuscript, conference paper, report, response letter, reference list, figure set, or defense presentation.
Use when planning a research paper, graduation thesis, dissertation, journal manuscript, conference paper, or project report before drafting; especially when the user has an advisor-given topic/title, needs Topic Intake to Research Blueprint, or needs a research question, contribution story, chapter outline, experiment-to-claim map, figure plan, or missing-materials checklist.
Use when building a literature review, related work section, citation matrix, paper search strategy, BibTeX candidate list, or citation plan for a research paper, thesis, dissertation, survey, journal article, or conference paper.
Use when planning, designing, reviewing, or generating research-paper figures, thesis figures, experiment plots, result tables, model diagrams, method pipelines, architecture schematics, Mermaid diagrams, captions, or publication-quality visualizations.
Use when drafting, rewriting, translating, polishing, or restructuring sections of a research paper, graduation thesis, dissertation, journal manuscript, conference paper, abstract, introduction, related work, methods, experiments, discussion, conclusion, or reviewer-facing revision.
Use when creating, reviewing, or validating research experiment code quality, project skeletons, config-driven training, experiment contracts, smoke tests, output manifests, remote 4060 run templates, or pre-GPU code checks.