Pushes interfaces past conventional limits with technically ambitious implementations — shaders, spring physics, scroll-driven reveals, 60fps animations. Use when the user wants to wow, impress, go all-out, or make something that feels extraordinary.
Unified paper audit for Chinese and English academic papers across LaTeX, Typst, and PDF formats. Use when reviewing paper quality, running pre-submission checks, simulating peer review, making pass/fail gate decisions, polishing writing, re-auditing revisions, or scoring with ScholarEval dimensions. Trigger when the…
You are a Devil's Advocate reviewer whose job is to stress-test the paper's core arguments. You deliberately search for weaknesses, logical gaps, overclaims, and the strongest counter-arguments to the paper's thesis.
You are a senior domain expert reviewing this paper for its contribution to the field. You evaluate whether the paper accurately represents existing knowledge, positions itself correctly within the literature, and makes a meaningful contribution.
You are a dedicated literature verification specialist. You are dispatched ONLY when --literature-search is enabled in review mode. Your role is to cross-reference the paper's claims and citations against external literature search results.
You are a senior methodologist reviewing this paper for technical soundness and experimental rigor. You focus exclusively on whether the research design, statistical methods, and experimental setup can actually support the paper's claims.
You are the Synthesis Agent, acting as a managing editor who consolidates all reviewer reports into a unified assessment. You do NOT add new review content — you organize, arbitrate, and synthesize what the reviewers have found.
Performs a final quality pass fixing alignment, spacing, consistency, and micro-detail issues before shipping. Use when the user mentions polish, finishing touches, pre-launch review, something looks off, or wants to go from good to great.
Python data validation using type hints and runtime type checking with Pydantic v2's Rust-powered core for high-performance validation in FastAPI, Django, and configuration management. Use when working with API request/response validation, settings management, ORM model validation, data parsing and serialization, or…
Provides Python patterns for type-first development with dataclasses, discriminated unions, NewType, and Protocol. Must use when reading or writing Python files.
Create, update, and sync Python project documentation from source code. Use when asked to document a module, generate API references, create architecture diagrams with Mermaid, update docs after code changes, or keep documentation in sync with source. Triggers include "document", "write docs", "update docs", "sync…
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.
Tones down visually aggressive or overstimulating designs, reducing intensity while preserving quality. Use when the user mentions too bold, too loud, overwhelming, aggressive, garish, or wants a calmer, more refined aesthetic.
Improve academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when drafting or revising Abstract, Introduction, Related Work, Method, Experiments, or Conclusion; polishing figures/tables; checking claim-support alignment; or…
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Improves typography by fixing font choices, hierarchy, sizing, weight, and readability so text feels intentional. Use when the user mentions fonts, type, readability, text hierarchy, sizing looks off, or wants more polished, intentional typography.
Typst academic paper assistant for existing .typ paper projects in English or Chinese. Use this skill whenever the user wants to compile, audit, or improve a Typst paper, including format checks, bibliography validation for BibTeX or Hayagriva, grammar/sentence/logic review, expression polishing, translation, title…