Together Compiler debuts: continuous kernel optimization for the polymorphic inference era

simran_s_arora · x · 2026-11-05

dylanlim announces Together Compiler (TKCC), a continuous optimization system designed for the "age of polymorphic inference." A year into his kernel and inference optimization journey, he observed that tasks like kernel writing are increasingly obsolete as AI evolves, prompting a rethink of how ML systems should be designed to efficiently explore the optimization space in the agentic era. collaborator simransarora praised his work on TK and Megakernels.

Related event: Together AI Unveils TKCC, an Agentic Continuous Compiler for Production Inference(11 posts)→

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