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Use when user wants to sync, push, or add BibTeX entries to a Zotero collection/folder. Handles deduplication by DOI, arXiv ID, or title.

Update skills with concise concrete practices, keeping SKILL.md minimal

Log ML experiments with hyperparameters, metrics, and plots; human interprets results and plans next experiments

Evaluate necessity and difficulty of issues, polish body, and create on GitHub with AI-assisted triage

Research academic papers and questions, write typst documents with cetz visualizations, teach until human understands

Autonomous daily digest of relevant arxiv papers in physics and ML based on your interests

Find, format, and manage academic citations in BibTeX and typst formats

Verify mathematical derivations step-by-step, checking algebra while human spots physical intuition errors

Use when plotting 2D Quon-language diagrams in LaTeX/TikZ, especially dot-based tensor-leg encoders, Majorana dot rules, planar tensor operations, Clifford/matchgate generators, or demos inspired by arXiv:2505.06336.

Use when plotting 2D Quon-language diagrams in Typst/CeTZ, especially dot-based basis encoders, Majorana dot rules, planar tensor operations, Clifford/matchgate generator sketches, or arXiv:2505.06336-style demos.

Use when plotting Quon-language diagrams in LaTeX/TikZ, building reusable Quon graph figures, checking TeX Live/BasicTeX setup, compiling pdflatex demos, or extracting visual patterns from Quons LaTeX sources such as arXiv:1612.02630.

Use when plotting general Quon-language diagrams in Typst/CeTZ, including charged strings, quon bases, CNOT, teleportation, resource states, Frobenius/Hopf relations, surface tangles, or reusable Quon graph demo reports.

Use when modifying typdd library source code, adding operators or styles, fixing layout or rendering, writing tests, or debugging BDD construction.

Use when user wants to draw, render, visualize, or customize a Binary Decision Diagram (BDD) in Typst, or asks about boolean expression diagrams, decision trees, or logic circuit visualization.

Use when user wants to sync, push, or add BibTeX entries to a Zotero collection/folder. Handles deduplication by DOI, arXiv ID, or title.

Use when designing a CLI for new software OR evaluating/improving an existing CLI — before writing argument parsers, subcommands, or implementation code. Works for both greenfield CLIs and existing CLIs that need testing or redesign.

Use when the user asks to visualize, plot, diagram, or render any scientific figure inline in the terminal. Supports quantum circuits, tensor networks, QEC codes, BDDs, Feynman diagrams, Bloch spheres, data plots, paper layouts, and pixel art.