The case for stable ML compilers alongside agent-based kernel optimization
November 9, 2026
New frameworks like Flapping Airplanes and Hyperkernel aim to optimize model forward and backward passes using agents. Proponents argue that stable ML compilers remain necessary to provide shared abstractions and prevent agents from having to reinvent low-level infrastructure.
HOW THIS AFFECTS YOU
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builderYou can use agents to optimize kernels, but you still need a compiler to provide stable tools and abstractions.
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researcherThis explores whether agent-driven optimization can replace traditional ML compiler architectures.