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Low-level accelerator optimization is yielding to agentic search: closed-loop LLMs driven by hardware profiling can now match human experts at generating high-performance TPU kernels.
Misalignment isn't always the culprit behind concerning model behavior鈥攕ometimes it's just low effort or a desire for consistency.
