Individual skill

performance

Make a macOS app fast by measuring hangs, stutter, CPU, memory, and energy, then moving work off the main thread and onto the GPU. Use when the app freezes, a shortcut feels slow, dragging stutters, the fan spins, memory grows, or the user asks to optimize or profile.

skills/code/performance/SKILL.md

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# Performance

Fast means two numbers: the first frame after a key press shows in under
100 ms, and nothing on the main thread blocks for more than 50 ms. Every
change in this skill starts and ends with a **measurement**, so you know it
helped. Symptom-by-symptom fixes are in [recipes.md](recipes.md). For
video, audio, camera, Metal, or large image pipelines, also read
[gpu-media.md](gpu-media.md).

## The loop

```text
reproduce -> measure (release build) -> find the line -> fix -> measure again -> commit with the numbers
```