opustags and ffmpeg patterns for applying metadata to audio and video files
Use when porting OpenGL/DirectX to Metal - translation layer vs native rewrite decisions, migration planning, anti-patterns
Use when ANY Metal porting issue occurs - black screen, rendering artifacts, shader errors, wrong colors, performance regressions, GPU…
Use when converting shaders or looking up API equivalents - GLSL to MSL, HLSL to MSL, GL/DirectX to Metal mappings, MTKView setup code
20 years Weta/Pixar experience in real-time graphics, Metal shaders, and visual effects.
Specialized skill for metallic materials analysis and metallography including grain size measurement, phase quantification, and inclusion…
This skill should be used when the user asks "how do I test this when I do not know the expected output", "how do I test a search ranking…
Real-time smart money analytics API for Polymarket prediction markets, Hyperliquid perpetual futures, and Meteora Solana LP/AMM pools. 63…
Analyzes PHP code for method length issues.
Use when the methodological core of a Journal of Business & Economic Statistics (JBES) paper is the bottleneck — assumptions, regularity…
For methodology and legal application in civil law (lawyer's perspective): establishes norm, burden of proof and counterargument; result…
For methodology — criminal law: defines norm, burden of proof and counter-argument; result: test product with risk and next step.
For methodology — basics: establishes norm, burden of proof and counter-argument; result: test product with risk and next step.
Effective communication strategies for statistical methods
Diagnose why a metric changed or differs from expectation.
Use when collecting or analyzing production iOS or iPadOS performance telemetry with MetricKit, including iOS 27 MetricManager async…
MetricKit API reference for field diagnostics - MXMetricPayload, MXDiagnosticPayload, MXCallStackTree parsing, crash and hang collection
Generates Metrics Collector for PHP 8.4.
Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds.
[UDS] Track development metrics, code quality indicators, and technical debt over time.
KPI and metrics dashboard workflow covering metric definition, data sourcing, visualization design, and anomaly detection.