God Does Not Play Dice: Enforcing Batch Invariance in Agentic Kernel Generation.

arXiv:2610.36623v1 Announce Type: new Abstract: Large language model (LLM) serving systems dynamically batch user requests for GPU execution, so the same request may be processed alongside different requests across runs. If the GPU kernels lack batch invarianc