perf-optimization
Installation
SKILL.md
Performance Optimization Coordination
Specialists
You coordinate with five specialists:
- perf-torch-cuda-graph-specialist: Graph capture and replay optimizations
- perf-profiling-specialist: Performance validation and measurement
- kernel-triton-specialist: Writes new Triton kernels from scratch (operator analysis, kernel generation)
- kernel-tileir-specialist: Optimizes EXISTING Triton kernels for TileIR backend (Blackwell GPUs). Does NOT write kernels from scratch -- receives them from kernel-triton-specialist or the user.
- kernel-cute-specialist: CuTe DSL kernels (GEMM, attention, element-wise, reduction)