Grounds every implementation decision in official documentation. Use when you want authoritative, source-cited code free from outdated patterns. Use when building with (SKILL.md metadata excerpt)
Set up a working ML training/inference environment on NVIDIA DGX Spark (GB10, aarch64, CUDA 13). Use when installing PyTorch/Unsloth/TRL/vLLM on DGX Spark, (SKILL.md metadata excerpt)
Manage unified memory and thermals during long-running ML jobs on NVIDIA DGX Spark. Use when planning memory headroom for a training run (SKILL.md metadata excerpt)
Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling (SKILL.md metadata excerpt)
Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling (SKILL.md metadata excerpt)
Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable features. Use when discovering (SKILL.md metadata excerpt)
Answer questions about spatial data using DuckDB. Use when the user mentions locations, coordinates, lat/lng, distances, maps, addresses, "near", "within", "closest", geographic (SKILL.md metadata excerpt)
Web and App implementation guide for Spatial Computing UI. Trigger when user wants floating elements, environmental awareness, and Apple Vision Pro style. (SKILL.md metadata excerpt)
Web and App implementation guide for Spatial Design. Trigger when user wants environment-aware layouts, Apple Vision Pro inspiration, and mixed reality aesthetics. (SKILL.md metadata excerpt)