graph-preflexor-grpo

Run a physics-based Chladni plate simulation for driven damped rectangular or square thin plates with material properties, plate dimensions, drive frequency, drive location, damping, modal response, and sand-particle settling. Use when asked for more realistic Chladni movies, physical resonance simulations, sand migration to nodal lines, material/thickness/frequency-controlled Chladni figures, or scientifically defensible Chladni artifacts beyond stylized analytic visuals. Produces text-free PNGs, sand-settling GIFs, plate-vibration GIFs, modal frequency CSV, physics NPZ data, parameters JSON, summary JSON, caption, and README by running a bundled Python simulator.

Generate deterministic science-art postcard PNGs inside a shell/container skill environment. Use when asked for morphogenesis visuals, reaction-diffusion art, Turing patterns, dynamics-inspired scientific social posts, prompt-written visual rules/code, or reliable 4B-model-friendly visual artifacts. Always writes an inspectable Python visual-rule file, then renders PNG, parameters JSON, caption text, and README with the bundled renderer.

Universal LaTeX document skill: create, compile, and convert any document to professional PDF with PNG previews. Supports resumes, reports, cover letters, invoices, academic papers, theses/dissertations, academic CVs, presentations (Beamer), scientific posters, formal letters, exams/quizzes, books, cheat sheets, reference cards, exam formula sheets, fillable PDF forms (hyperref form fields), conditional content (etoolbox toggles), mail merge from CSV/JSON (Jinja2 templates), version diffing (latexdiff), charts (pgfplots + matplotlib), tables (booktabs + CSV import), images (TikZ), Mermaid diagrams, AI-generated images, watermarks, landscape pages, bibliography/citations (BibTeX/biblatex), multi-language/CJK (auto XeLaTeX), algorithms/pseudocode, colored boxes (tcolorbox), SI units (siunitx), Pandoc format conversion (Markdown/DOCX/HTML ↔ LaTeX), and PDF-to-LaTeX conversion of handwritten or printed documents (math, business, legal, general). Compile script supports pdflatex, xelatex, lualatex with auto-detect

Create deterministic science-art visuals from Gray-Scott reaction-diffusion dynamics. Use when asked for Turing patterns, morphogenesis, dynamics art, reaction-diffusion simulations, or social-post-ready scientific images. Produces PNG posters, simulation data, captions, and a README by running a bundled Python renderer.

Comprehensive TorchSim / torch-sim atomistic simulation skill for molecular dynamics, relaxation, high-throughput MLIP workflows, trajectory generation, trajectory analysis, validation, and movie production for materials systems.

Analyze Graph-PRefLexOR and Graph Explorer GraphML snapshots for deep scientific ideation insight. Use when a user selects or uploads a .graphml file and asks about graph structure, communities or modules, bridge concepts, critical connectors, relation chains, novelty or opportunity gaps, run provenance, or next research questions.