Domain knowledge and workflows for pile load testing reports compliant with IS 2911 (Part 4) - 2013. Use when working on test calculations, report generation, PDF templates, pass/fail criteria, or adding new test types (IVPLT, RVPLT, Lateral, Uplift). This skill encodes Indian Standard formulas, acceptance criteria, report structure requirements, and chart specifications for pile foundation testing.
Design rigorous experiments before running them. Use when planning experiments, testing hypotheses, or designing ablation studies.
发生设备告警时，根据相关设备实时数据计算直流限额（此处重要，LLM据此判断是否调用此技能，定义清楚功能、边界等）
Zero-tolerance alignment verification protocol. Alignment is binary - elements are either in line or they're not. Report exact measurements, no tolerances, no "close enough."
Monitor Beaker experiments until completion. Use when the user asks to monitor, check, or track a Beaker experiment.
Guide for using the Line 6 Helix Floor/LT/Rack device library in MMD files. Use when the user mentions Helix, Line 6 Helix guitar processor, Helix Floor, Helix LT, Helix Rack, or needs help with setlist/preset loading, 8-snapshot control, expression automation, footswitch control, or looper functionality.
Use when adding new musical instruments (ukulele, mandolin, etc.) to the app - covers data model setup, tuning definitions, rendering considerations, and audio synthesis configuration
Errores comunes y soluciones al usar Linear MCP tools. Cubre activación de tools, UUIDs de teams/labels, formato correcto de parámetros, y patrones de uso seguro.
Evaluation of BaSiC illumination correction caching - NOT RECOMMENDED for sparse markers. Trigger: optimizing BaSiC, caching illumination correction
完了前検証スキル。完了宣言前に検証コマンドを実行し、出力を自分で確認することを必須とする。
観測の最小セットを適用。6つの失敗モード（仕様誤解/境界条件/依存/セキュリティ/並行性/運用）を継続可能なコストで網羅。Use when: プロジェクト開始、リリース前チェック、品質改善振り返り、観測が足りているか確認したい。
Generate standardized CNC setup sheets for MNMUK machine shop. Covers DMG MORI mills/lathes, CITIZEN Swiss, MITSUBISHI EDM, and Haas machines. USE WHEN user says 'setup sheet', 'create setup', 'job setup', 'machine setup', 'tooling list', 'fixture setup', or 'new job' for any CNC operation.
"Is this ACTUALLY verified, or did I just say it is?" - Ralph-wiggum methodology applied to factual accuracy. Use when (1) claims require evidence not assumption, (2) verification must be demonstrable, (3) single-pass investigation insufficient, (4) factual accuracy is critical. Provides the loop logic: iterate until verification thresholds met. Does NOT trigger for: opinions, preferences, how-to instructions, or when user explicitly wants quick answer.
Randomly select items from lists using various algorithms for fair and unbiased selection
Python development for scientific computing and SciTeX projects. Includes testing, debugging, ML practices, and environment management.
Design Science Research Methodology for rigorous artifact development. Use this skill when: (1) Creating new tools, frameworks, or systems that solve real problems (2) Need structured approach to build-evaluate-iterate cycles (3) Want scientific rigor in development process (4) Evaluating artifacts against clear criteria (5) Documenting research contributions systematically Based on Hevner et al. (2004) and Peffers et al. (2007) - foundational DSR papers.
Modern polynomial API for fitting, root finding, and working with orthogonal series like Chebyshev and Legendre. Triggers: polynomial, polyfit, Chebyshev, Legendre, root finding.
Techniques for 1D and 2D data interpolation using SciPy (CPU) and JAX/Interpax (GPU/Differentiable).
