論文

Systematic problem investigation through hypothesis formation, evidence gathering, and elimination methodology. Use when diagnosing failures, investigating incidents, finding root causes, or when root-cause, diagnosis, investigate, or --rca are mentioned. Micro-skill loaded by debugging-and-diagnosis, codebase-analysis, and other investigation skills.

Patterns for delegating UI work to specialized agents. Covers synthesis-master vs specialized agents, multi-agent UI generation workflows, and orchestration strategies for complex UI tasks.

Fix and optimize images in uncommitted blog posts. Use when preparing blog posts for publication, fixing broken image paths, renaming generic image names (image.png), moving images to proper /images/blog/ directory, improving alt text, or checking image references before committing. Trigger on "fix blog images", "check images", "prepare post for publish", or after pasting screenshots into markdown.

Generate comprehensive, publication-quality technical manuals with thematic storytelling using multi-agent orchestration. Use when user asks for themed documentation, narrative technical guides, memorable training materials, or mentions themes like Victorian, steampunk, art deco, medieval, or nautical combined with technical topics. Triggers on phrases like "create themed manual", "documentation with storytelling", or requests to make docs "more engaging" or "memorable".

Guide for creating content on ose-platform-web Hugo site using PaperMod theme. Covers English-only landing page structure, update posts with date-prefixed filenames, PaperMod frontmatter (cover images, table of contents, author field), simple flat organization, and ose-platform-web specific conventions. Essential for ose-platform-web content creation tasks

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions

This skill converts text to high-quality audio files using ElevenLabs API. Use this skill when users request text-to-speech generation, audio narration, or voice synthesis with customizable voice parameters (stability, similarity boost) and voice presets (rachel, adam, bella, elli, josh, arnold, ava).

Enforce mandatory pre-action verification checkpoints to prevent pattern-matching from overriding explicit reasoning. Use this skill when about to execute implementation actions (Bash, Write, Edit, MultiEdit) to verify hypothesis-action alignment. Blocks execution when hypothesis unverified or action targets different system than hypothesis identified. Critical for preventing cognitive dissonance where correct diagnosis leads to wrong implementation.

Systematic debugging methodology using evidence-based investigation to identify root causes. Use when encountering bugs, errors, unexpected behavior, failing tests, or intermittent issues. Enforces four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) with the iron law NO FIXES WITHOUT ROOT CAUSE FIRST. Covers runtime errors, logic bugs, integration failures, and performance issues. Useful when debugging, troubleshooting, investigating failures, or when --debug flag is mentioned.

When creating a README for a Python package. When preparing a package for PyPI publication. When README renders incorrectly on PyPI. When choosing between README.md and README.rst. When running twine check and seeing rendering errors. When configuring readme field in pyproject.toml.

McKinsey-style issue tree framework for breaking down complex problems into MECE (Mutually Exclusive, Collectively Exhaustive) components. Use when users need to decompose strategic questions, structure analysis, create work plans, or prepare for case interviews. Apply hypothesis-driven approach to problem-solving.

AI-powered web search and reasoning using Perplexity API through the scraper MCP server. Invoked when searching the web with AI synthesis, conducting research with citations, performing complex reasoning tasks, or answering questions requiring real-time information. Provides two tools for different query types.

This skill should be used when performing maintenance or diagnostics on remote Linux systems. Triggers on "remote server", "Linux maintenance", "Ubuntu cleanup", "Debian", "disk space", "apt cleanup", "journal vacuum", "snap cleanup", "system diagnostics". Provides structured three-phase checklists with quantification.

This skill should be used when providing concise summaries of research paper text. Use for quickly understanding the core content, arguments, and contributions of paper sections targeting top-tier computer science conferences.

研究專案的建立、切換、設定管理。 LOAD THIS SKILL WHEN: 新專案、切換專案、專案設定、paper type、start exploration、convert exploration CAPABILITIES: create_project, list_projects, switch_project, get_current_project, setup_project_interactive, start_exploration, convert_exploration_to_project

Comprehensive scientific writing guidance for research papers, grants, and technical documentation. Covers paper structure (IMRAD), methods writing, results presentation, figure/table design, citation formatting, abstract writing, and revision responses. Use when users are writing scientific papers, formatting manuscripts, responding to reviewers, writing grant proposals, or need help with any aspect of scientific communication. Triggers include 'write a paper,' 'scientific writing,' 'format my manuscript,' 'methods section,' 'respond to reviewers,' or any research writing task.

Scholar of medieval philosophy covering Aquinas, Scotus, Ockham, and the synthesis of Aristotelian philosophy with Christian theology

Expert skill for implementing text-to-speech with Kokoro TTS. Covers voice synthesis, audio generation, performance optimization, and secure handling of generated audio for JARVIS voice assistant.

AI-powered PR creation after spec completion. Analyzes spec metadata, git diffs, commit history, and journal entries to generate comprehensive PR descriptions with user approval before creation.

Comprehensive statistics expert covering probability theory, distributions, hypothesis testing, regression, and Bayesian methods