ieee-acm-paper-writing
Draft, rewrite, compress, structure, calibrate, humanize, or audit engineering manuscripts for IEEE and ACM Transactions, journals, and conferences, with optional self-contained HTML audit maps and script-checked claim ledgers. Use for abstracts, introductions, related work, system models, mathematical formulations, algorithms, experimental methods, results, discussions, conclusions, contribution lists, notation and claim audits, evidence-grounded peer-review reports, venue adaptation, machine-idiom humanization of AI-flavored prose, or landmark-paper calibration in communications, signal processing, energy systems, robotics, optimization, simulation, ML-assisted engineering, and computer systems. Do not use for general documentation, grant proposals, marketing copy, or editorial accept/reject advocacy detached from manuscript evidence.
academic-plotting
Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, auto-selects chart type and generates data-driven figures via matplotlib/seaborn. Use when creating any figure for a conference paper.
mechanical-engineering-research
Research, write, code, analyze, present, and develop proposals for thermal-fluid mechanical engineering work with source-aware rigor. Use for heat transfer, fluid mechanics, thermodynamics, HVAC, energy systems, turbomachinery, pumps, piping, CFD, experiments, correlations, standards, datasheets, papers, patents, AI/ML tools, computer vision, sequence regression, surrogate modeling, research coding, Overleaf, VS Code, GitHub, git, federal grant proposals, DOE/NSF/NASA-style narratives, invention disclosure, provisional patent support, commercialization, and trade studies. Produces technical briefs, critical literature reviews, proposal narratives, review-criteria responses, manuscript sections, methods, results discussions, data-analysis plans, plots, presentations, design comparisons, calculation plans, reproducible code, repository workflows, disclosure drafts, patent-support packets, and research roadmaps.