Skill for the scientific infrastructure module providing numerical stability checks, performance benchmarking, scientific documentation generation, implementation validation, and module/workflow templates. Use when benchmarking functions, checking numerical stability, validating scientific implementations, or creating scientific module scaffolds.
Superforecasting with calibrated reasoning, Brier score tracking, and prediction ledger management
Daily triage accuracy calibration — use during scheduled calibration runs to verify triage classification accuracy against few-shot examples and adjust confidence thresholds
Design statistically rigorous experiments to test data science hypotheses. Use when the user says "design an A/B test", "run an experiment", "test this hypothesis", "is this difference significant", "how many samples do I need", "randomized controlled trial", "causal inference", "uplift test", "holdout group", "significance test", "power calculation", "avoid p-hacking", or needs to determine whether an observed effect is real before making a product or model decision.
Use when sampling STM32 peripheral registers, tracking register changes over time, or exporting register snapshots to CSV for hardware-state analysis.
Use when sampling STM32 peripheral registers, tracking register changes over time, or exporting register snapshots to CSV for hardware-state analysis.
Max for Live development techniques and best practices. Use this skill when: - Accessing Ableton Live parameters from Max for Live (Live Object Model) - Using live.path, live.object, live.observer - Building dynamic LOM paths or monitoring Live set properties - Managing M4L device namespaces (
半導體晶圓廠 CuCMP 加藥研究筆記整理工具。以資深廠務 + AI 專家的第一人稱視角，將研究過程中的分析成果轉化為獨立、自足的 Obsidian 知識筆記，進行跨域經驗傳承。Use when: (1) 使用者提到「整理研究筆記」、「更新 Obsidian 筆記」、「寫筆記」加上 GS 或 CuCMP 相關關鍵字, (2) 需要將分析成果轉為可傳承的知識文件, (3) 更新 CuCMP 研究筆記目錄或附錄。中文觸發：研究筆記、GS notebook、CuCMP、知識整理、經驗傳承、寫筆記。
Preprocess battery cycling data from raw formats (parquet/csv/xlsx/mat/pkl/json) into standardized pkl format. Includes cycle detection, capacity calculation, outlier removal, time normalization, RUL computation, and visualization. Use when working with battery datasets, cycling data, capacity degradation, or battery life prediction.
Deep research into technical solutions by searching the web, examining GitHub repos, and gathering evidence. Use when the user explicitly says "use the research skill", "use a research agent", or asks for deep/thorough research into implementation options or technologies.
Temporal pattern detection and forecasting. Use when analyzing trends over time, detecting seasonality, identifying anomalies in time series, or building simple forecasting models.
Rigorous A/B test statistical analysis. Use when analyzing experiment results, calculating statistical significance, checking for sample ratio mismatch, or validating test design before launch.
Expert research analyst specializing in comprehensive information gathering, synthesis, and insight generation. Masters research methodologies, data analysis, and report creation with focus on delivering actionable intelligence that drives informed decision-making.
Web research with Graph-of-Thoughts for fast-changing topics. Use when user requests research, analysis, investigation, or comparison requiring current information. Features hypothesis testing, source triangulation, claim verification, Red Team, self-critique, and gap analysis. Supports Quick/Standard/Deep/Exhaustive tiers. Creative Mode for cross-industry innovation.
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing 處理 from solo effort to collaborative partnership.
Cell type regulatory analysis using gcell. Use this skill when users ask about: - Loading pre-inferred cell types (GET model outputs) - Gene-by-motif matrices showing TF influence on genes - Gene Jacobian analysis for regulatory importance - Motif subnet visualization - Cell type-specific gene expression patterns Triggers: cell type, regulatory analysis, gene expression, Jacobian, motif subnet, GET model, TF influence
Pathway enrichment analysis using gcell. Use this skill when users ask about: - Gene set enrichment analysis - GO (Gene Ontology) enrichment - KEGG pathway analysis - Reactome pathway enrichment - Custom pathway/gene set analysis Triggers: pathway enrichment, GO enrichment, KEGG, Reactome, gene set analysis, functional enrichment, ontology
Use when the user mentions 'HEPData' or asks to find experimental data, download data tables from HEP papers, get digitized plots, or retrieve cross-section measurements. HEPData contains data points behind figures in high-energy physics publications.
Expert search specialist mastering advanced information retrieval, query optimization, and knowledge discovery. Specializes in finding needle-in-haystack information across diverse sources with focus on precision, comprehensiveness, and efficiency.
Comprehensive research, analysis, and content extraction system. Multi-source parallel research using available researcher agents. Deep content analysis with extended thinking. Intelligent retrieval for difficult sites. Fabric pattern selection for 242+ specialized prompts. USE WHEN user says 'do research', 'extract wisdom', 'analyze content', 'find information about', or requests web/content research.
在Google Scholar上搜索学术文献并提取详细信息，包括标题、作者、摘要、引用次数、发表年份和期刊等信息。适用于学术研究、文献调研和知识发现任务。
JAX-accelerated supernova bandflux calculation for light curve modeling. Use when the user asks to "compute bandflux", "calculate supernova flux", "fit light curves with JAX", "use SALT3 model", "create custom SED model", "set up supernova likelihood", or mentions jax-bandflux, SALT3Source, TimeSeriesSource, or supernova photometry. Provides installation guidance, synthetic data generation, and likelihood templates for SALT3 and custom SED models.
