triage-calibration
Daily triage accuracy calibration — use during scheduled calibration runs to verify triage classification accuracy against few-shot examples and adjust confidence thresholds
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。
NIST 800-53r5 control implementation, tagging, evidence collection, and compliance automation for security frameworks
Applies GCP/ICH principles to clinical research operations with compliance monitoring. Use when ensuring GCP compliance, training on ICH guidelines, or auditing research practices.
Tracks and optimizes radiation exposure using reference levels and ALARA principles. Use when monitoring radiation dose, optimizing CT protocols, or documenting dose reduction efforts.
Monitors research compliance with federal regulations (21 CFR, 45 CFR 46) and institutional policies. Use when ensuring research compliance, managing regulatory requirements, or conducting compliance reviews.
Identifies and executes tax-loss harvesting opportunities with wash sale compliance and tracking. Use when harvesting tax losses, managing wash sale rules, or optimizing after-tax returns.
Monitors trading activity for market manipulation, insider trading, and best execution compliance. Use when conducting trade surveillance, investigating suspicious trading, or monitoring execution quality.
Implements infection prevention protocols with isolation precautions and surveillance documentation. Use when managing infection control, implementing isolation, or documenting infection prevention.
Reproduce, isolate, patch, and verify defects with explicit expected-versus-observed behavior.
Design rigorous A/B test plans with hypothesis, sample size calculation, Minimum Detectable Effect (MDE), randomization strategy, and decision rules. Includes guardrail metrics and rollout playbook. Use when planning product experiments, conversion optimization, or data-driven feature decisions.
Tracks and implements healthcare interoperability standards (ONC, TEFCA, Information Blocking). Use when ensuring interoperability compliance, implementing TEFCA, or managing information blocking rules.
Create and register small, pure helper functions when they improve clarity; keep them organized and tested
Measure what matters with proper event tracking, funnels, cohorts, and metrics. Use when setting up analytics, tracking features, or understanding behavior.
Curates and annotates imaging cases for educational purposes with clinical correlation. Use when creating teaching files, annotating educational cases, or building case libraries.
Structures Holter and event monitor interpretation with arrhythmia burden quantification. Use when reading Holter monitors, interpreting event recorders, or quantifying arrhythmia burden.
Tracks proficiency testing results with remediation for unacceptable performance. Use when managing PT programs, analyzing PT results, or documenting corrective actions for PT failures.