Skills

## Overview This skill enables validation in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - measure quantities - calculate forces - measure quantities The skill leverages measurement devices and follows best practices established in the physics community.

## Overview This skill enables verification in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform verification operations related to acoustics. This includes tasks such as: - analyze motion - solve wave equations - predict behavior The skill leverages computational models and follows best practices established in the physics communi

Sound waves and acoustic phenomena

## Overview This skill enables implementation in the domain of a-b-testing (data-science). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform implementation operations related to a-b-testing. This includes tasks such as: - visualize data - predict outcomes - test hypotheses The skill leverages statistical software and follows best practices established in the data-sc

## Overview This skill enables validation in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - calculate forces - model systems - model systems The skill leverages measurement devices and follows best practices established in the physics community. ## Trig

An advanced skill for measuring and analyzing A/B testing outcomes, including prediction, hypothesis testing, and data visualization using data-science best practices.

## Overview This skill enables validation in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - measure quantities - measure quantities - analyze motion The skill leverages computational models and follows best practices established in the physics community. ## Tri

## Overview This skill enables debugging in the domain of a-b-testing (data-science). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform debugging operations related to a-b-testing. This includes tasks such as: - analyze datasets - analyze datasets - extract features The skill leverages ML frameworks and follows best practices established in the data-science communit

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - predict behavior - predict behavior - analyze motion The skill leverages measurement devices and follows best practices established in the physics comm

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - model systems - model systems - predict behavior The skill leverages simulation software and follows best practices established in the physics community. ## Tr

## Overview This skill enables classification in the domain of computer-graphics (computer-science). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform classification operations related to computer-graphics. This includes tasks such as: - analyze complexity - train models - debug programs The skill leverages development environments and follows best practices estab

## Overview This skill enables analysis in the domain of a-b-testing (data-science). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform analysis operations related to a-b-testing. This includes tasks such as: - predict outcomes - predict outcomes - extract features The skill leverages statistical software and follows best practices established in the data-science communi

**Category:** Software Architecture **Skill Level:** Intermediate **Domain:** programming, architecture ## Overview The Adapter pattern allows incompatible interfaces to work together by wrapping an interface around an existing class. ## Description The Adapter pattern acts as a bridge between two incompatible interfaces, enabling classes with different interfaces to collaborate. It converts the interface of a class into another interface that clients expect. ## Prerequisites - Object-oriented p

An intermediate-level data-science skill for implementing A/B testing, including predicting outcomes, hypothesis testing, model building, and producing visualizations following best practices.

## Overview This skill enables validation in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform validation operations related to acoustics. This includes tasks such as: - solve wave equations - analyze motion - solve wave equations The skill leverages simulation software and follows best practices established in the physics community

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - predict behavior - predict behavior - predict behavior The skill leverages simulation software and follows best practices established in the physics commu

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - model systems - analyze motion - solve wave equations The skill leverages measurement devices and follows best practices established in the physics community

## Overview This skill enables troubleshooting in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform troubleshooting operations related to acoustics. This includes tasks such as: - calculate forces - model systems - predict behavior The skill leverages measurement devices and follows best practices established in the physics communi

## Overview This skill enables testing in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - calculate forces - calculate forces - calculate forces The skill leverages measurement devices and follows best practices established in the physics community. ## Trig

## Overview This skill enables testing in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - predict behavior - measure quantities - solve wave equations The skill leverages computational models and follows best practices established in the physics community. ##

An expert-level acoustics testing skill that uses physics-based simulation and modeling to analyze and predict acoustic behavior for research and industry applications.

## Overview This skill enables synthesis in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform synthesis operations related to acoustics. This includes tasks such as: - calculate forces - solve wave equations - calculate forces The skill leverages computational models and follows best practices established in the physics community. ## Tri

## Overview This skill enables simulation in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform simulation operations related to acoustics. This includes tasks such as: - model systems - predict behavior - measure quantities The skill leverages computational models and follows best practices established in the physics community. ##

Personal productivity system for task and capacity management. Create and organize tasks with rich attributes (priority, effort, complexity, tags), track time and streaks, manage capacity across projects and contexts, view Eisenhower Matrix prioritization, sync calendar subscriptions, handle delegation and follow-ups, and get AI-powered insights. Supports batch operations, multi-project workflows, and real-time capacity planning to prevent overcommitment.

## Overview This skill enables testing in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - measure quantities - solve wave equations - solve wave equations The skill leverages measurement devices and follows best practices established in the physics community.

## Overview This skill enables synthesis in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform synthesis operations related to acoustics. This includes tasks such as: - predict behavior - measure quantities - measure quantities The skill leverages simulation software and follows best practices established in the physics community. #

Build and operate the "Explainability Narrative Design for climate adaptation initiatives" capability for climate adaptation initiatives. Use when this exact capability is required by autonomous or human-guided missions.

## Overview This skill enables simulation in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform simulation operations related to acoustics. This includes tasks such as: - solve wave equations - model systems - predict behavior The skill leverages computational models and follows best practices established in the physics community. ##

## Overview This skill enables prediction in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform prediction operations related to acoustics. This includes tasks such as: - predict behavior - predict behavior - measure quantities The skill leverages simulation software and follows best practices established in the physics community. ##

## Overview This skill enables optimization in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform optimization operations related to acoustics. This includes tasks such as: - model systems - calculate forces - predict behavior The skill leverages simulation software and follows best practices established in the physics community. ##

## Overview This skill enables synthesis in the domain of acoustics (physics). It represents fundamental-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform synthesis operations related to acoustics. This includes tasks such as: - analyze motion - measure quantities - analyze motion The skill leverages computational models and follows best practices established in the physics community. ## Trig

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

## Overview This skill enables synthesis in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform synthesis operations related to acoustics. This includes tasks such as: - measure quantities - measure quantities - model systems The skill leverages simulation software and follows best practices established in the physics community. ## Trigg

## Overview This skill enables prediction in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform prediction operations related to acoustics. This includes tasks such as: - solve wave equations - solve wave equations - predict behavior The skill leverages measurement devices and follows best practices established in the physics commun

## Overview This skill enables simulation in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform simulation operations related to acoustics. This includes tasks such as: - model systems - solve wave equations - calculate forces The skill leverages measurement devices and follows best practices established in the physics community. ## Tri

## Overview This skill enables optimization in the domain of acoustics (physics). It represents intermediate-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform optimization operations related to acoustics. This includes tasks such as: - predict behavior - solve wave equations - predict behavior The skill leverages measurement devices and follows best practices established in the physics commun

## Overview This skill enables testing in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform testing operations related to acoustics. This includes tasks such as: - model systems - measure quantities - solve wave equations The skill leverages measurement devices and follows best practices established in the physics community. ## Trigger

## Overview This skill enables simulation in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform simulation operations related to acoustics. This includes tasks such as: - calculate forces - solve wave equations - solve wave equations The skill leverages simulation software and follows best practices established in the physics comm

## Overview This skill enables prediction in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform prediction operations related to acoustics. This includes tasks such as: - calculate forces - predict behavior - solve wave equations The skill leverages measurement devices and follows best practices established in the physics communit

## Overview This skill enables prediction in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform prediction operations related to acoustics. This includes tasks such as: - analyze motion - solve wave equations - predict behavior The skill leverages computational models and follows best practices established in the physics community. ## T

## Overview This skill enables optimization in the domain of acoustics (physics). It represents advanced-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform optimization operations related to acoustics. This includes tasks such as: - model systems - measure quantities - measure quantities The skill leverages computational models and follows best practices established in the physics community. #

## Overview This skill enables simulation in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform simulation operations related to acoustics. This includes tasks such as: - predict behavior - solve wave equations - measure quantities The skill leverages computational models and follows best practices established in the physics community. ##

## Overview This skill enables prediction in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform prediction operations related to acoustics. This includes tasks such as: - calculate forces - predict behavior - analyze motion The skill leverages simulation software and follows best practices established in the physics community. ## Trigger

## Overview This skill enables optimization in the domain of acoustics (physics). It represents expert-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform optimization operations related to acoustics. This includes tasks such as: - measure quantities - calculate forces - calculate forces The skill leverages computational models and follows best practices established in the physics community. ##

A research-level skill for implementing and analyzing A/B testing methodologies using statistical software to produce validated predictive models and detailed technical analyses.

Run frontclippy against a local HTML file, live URL, snapshot JSON, suite, or manifest and summarize the findings. Use when the user asks to audit a UI, inspect frontclippy output, emit SARIF, or run capture plus analysis.

Audit, write, or update CHANGELOG.md following Keep a Changelog 1.1.0. Use when creating a CHANGELOG, or reviewing commits to ensure Unreleased reflects user-visible changes. Defers to auto-managed setups (changesets, release-please, git-cliff, semantic-release, towncrier) and applies semver 2.0.0 — or Haskell PVP for Haskell projects.

## Overview This skill enables optimization in the domain of acoustics (physics). It represents research-level-level expertise and is designed for production use in research, industry, and educational contexts. ## Description Use this skill when you need to perform optimization operations related to acoustics. This includes tasks such as: - predict behavior - measure quantities - solve wave equations The skill leverages computational models and follows best practices established in the physics c