論文

Fine-tuning Text-to-Speech (TTS) models with Unsloth for voice cloning and synthetic speech (triggers: TTS, text-to-speech, voice cloning, Orpheus-TTS, audio fine-tuning, speech synthesis).

Designs and documents control testing procedures. Creates test plans, executes walkthroughs, and documents results for audit workpapers.

Daily journaling for mood, energy, and experiential tracking

Use when merging parallel worktrees back together after parallel implementation. Orchestrates systematic 3-way diff analysis, dependency-ordered merging, and intelligent synthesis of parallel work streams.

Generates a rigorous experiment design given a hypothesis. Use when asked to design experiments, plan experiments, create an experimental setup, or figure out how to test a research hypothesis. Covers controls, baselines, ablations, metrics, statistical tests, and compute estimates.

Orchestrate multiple frontier LLMs (Claude, GPT-5.1, Gemini 3.0 Pro, Perplexity Sonar, Grok 4.1) for comprehensive research using LLM Council pattern with peer review and synthesis

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

Extract text from PDF files with intelligent chunking and metadata preservation. Use for processing technical documents, standards libraries, research papers, or any PDF collection requiring text extraction.

Conversational brainstorming partner for capturing fleeting thoughts, reading notes,papers, videos, and online discoveries. Casual/collegial voice, one question at a time,routes captures to appropriate vault locations.

Comprehensive editing checklist and procedures covering grammar and style rules, fact-checking, consistency verification, and readability metrics. Use when reviewing drafts, ensuring quality, or preparing content for publication.

Write academic research documents following academic guidelines with peer-reviewed sources from Google Scholar and other academic databases. Always verify source credibility and generate IEEE standard references. Use for research papers, literature reviews, technical reports, theses, dissertations, conference papers, and academic proposals requiring proper citations and scholarly rigor.

Implements Schema.org structured data for AndesRC articles. Adds ExercisePlan, HowTo, and FAQPage markup. Optimizes meta titles and descriptions. Use before publication.

Generate publication-style newsletters and executive briefs for 360 Social Impact Studios by synthesizing updates from Asana, Gmail, and Google Drive into professionally designed, interactive HTML dashboards with data visualizations. Supports both confidential executive briefs and public-facing newsletters.

Use when encountering bugs, test failures, unexpected behavior, errors, or performance problems - dispatches systematic-debugging-agent that enforces 4-phase process (root cause investigation, pattern analysis, hypothesis testing, implementation) to prevent quick-fix attempts and ensure proper debugging

This skill should be used when the user asks to "debug notebook", "inspect notebook outputs", "find notebook error", "read traceback from ipynb", "why did notebook fail", or needs to understand runtime errors in executed Jupyter notebooks from any source (marimo, jupytext, papermill).

Guide agents through structured research including planning, multi-query execution, source analysis, and synthesis. Use for comprehensive topic research, deep investigation, or creating research reports. Keywords: research, investigate, deep dive, comprehensive, analysis, synthesis, report.

Hypothesis-driven debugging through observe, hypothesize, test, narrow. Use when something is wrong and you need to find why.

Real-time web search and research with AI-powered result synthesis

Acts as an intellectual sparring partner to critique, challenge, and refine thinking through Socratic questioning and alternative perspectives. Activates automatically when detecting complex decision-making, strategic planning, or multi-consideration problems where critical evaluation adds value. Also activates when user explicitly asks to "challenge my thinking", "critique this idea", "what am I missing", "play devil's advocate", or similar requests for critical analysis. Includes synthesis mode to integrate feedback into refined positions.

Comprehensive research combining web search and AI synthesis. Use for deep research on topics, comparing technologies, investigating libraries, and finding GitHub issues related to problems.