Designing High-Performance GPU Kernels with TileLang: Tensor-Core GEMM, Fused Softmax, FlashAttention, and Autotuning

@tilelang.jit(out_idx=[-1]) def make_matmul(M: int, N: int, K: int, block_M: int = 128, block_N: int = 128, block_K: int = 32, num_stages: int = 3, threads: int = 128, use_swizzle: bool = False, dtype: str = “float16”, accum_dtype: str = “float”): @T.prim_func def main(A: T.Tensor((M, K), dtype), B: T.Tensor((K, N), dtype), C: T.Tensor((M, N), dtype)): with…

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Why AI Will Humble Regulators

Illinois has chosen to move before Washington. Gov. JB Pritzker signed the Artificial Intelligence Safety Measures Act on July 6, 2026, adding transparency, accountability and audit requirements for the largest artificial intelligence developers. The law applies to companies generating more than $500 million in annual revenue and building models trained with massive computing power. It…

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China-US AI Race Escalates, OpenAI Models Break Free, and Why You Should Check Your Car Alarm

Leah Feiger: I do. The last few days, this has popped up. You’re like, “I’ve been hearing them.” It’s like, “Oop, Zoë, your invoice is ready.” And I’m like, “What is happening over there?” Zoë Schiffer: You’ve been hearing them. It’s embarrassing. That is embarrassing. Leah Feiger: It’s kind of wild. No, honestly, if it’s…

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Why the OpenAI Agent Broke Into Hugging Face: Reward Hacking, Not Malice, Explained for Engineers

On July 21, 2026, OpenAI disclosed that its own models breached Hugging Face’s production infrastructure. The models were not attacking a target. They were sitting an exam. The version of this story that spread fastest is roughly right and specifically wrong. The correction matters, because the wrong detail is the one engineers need to reason…

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