sglang-diffusion-ako4all-kernel

What problem does it solve?

This Skill streamlines the end-to-end optimization of an existing SGLang diffusion kernel by coordinating AKO4ALL workflows, preflight hygiene, and model-level validation to deliver faster, more reliable denoise performance. It also guides when a sibling AKO4ALL repo must be cloned or refreshed before starting kernel tuning work.

Core Features & Use Cases

• AKO4ALL preflight and repo hygiene checks to ensure a clean, synchronized workspace.
• Workflow guidance for scoping the kernel, bootstrapping an AKO4ALL harness, establishing a baseline, iterating with AKO4ALL, porting improvements back to SGLang, and validating with real-model denoise runs.
• End-to-end validation gates, including syntax/import checks, unit tests, kernel benchmarks, and PR artifact preparation to support production-grade changes.

Quick Start

Clone or refresh the AKO4ALL repo under your base directory, then run the AKO4ALL kernel harness against your SGLang diffusion kernel to start the optimization loop.