WWDC26: Build real-time neural rendering pipelines with Metal | Apple
Apple's Metal 4 brings machine learning into real-time rendering via MetalFX denoising, ML command encoders, and shader-level TensorOps.
“Machine learning is moving from research into production in real-time rendering.”
At WWDC26 Apple detailed how developers can integrate machine learning into real-time graphics pipelines using Metal 4, from the turnkey MetalFX neural denoiser/upscaler to custom in-shader networks via TensorOps running on the neural accelerators in M5 and A19 Pro silicon. It signals Apple's push to make on-device neural rendering production-ready, but it is a developer-tooling session rather than a broad AI industry milestone.