Local-first GUI/app testing by image matching (SikuliX) — turn a small JSON spec referencing your button images into a runnable SikuliX script and run it locally, using a vision NPU (Hailo-8/10) or local vision model instead of cloud vision. Use when the user wants to test a desktop/game/web app "for real" by clicking buttons, has button images already, or mentions SikuliX, image-matching tests, or local UI tests.