FAIRChem v2 UMA for Multidomain Atomistic Simulation across Molecules, Catalysts, Materials, Vibrations, and Molecular Dynamics

In this tutorial, we explore FAIRChem v2 and the UMA universal machine-learning interatomic potential as a unified framework for atomistic simulation across molecular chemistry, catalysis, and inorganic materials. We configure an environment, authenticate with Hugging Face to access the gated UMA model weights, and initialize task-specific calculators for the omol, oc20, and omat domains. We…

Read Full News

Kalshi demands Netflix take down trailer for ‘Prediction Games’ documentary

Prediction market Kalshi sent Netflix a cease-and-desist letter on Friday demanding that the streaming service take down the trailer for an upcoming documentary. In the letter, Kalshi claimed the trailer is “defamatory” and contains “both fabricated documents and false and misleading statements.” “Instadocs: The Prediction Games” is a documentary about the rise of prediction markets….

Read Full News

Warner Bros. lawsuit accuses Amazon of illegally poaching executives

Warner Bros. Discovery filed a lawsuit this week accusing Amazon of interference with contractual relations, breach of contract, and unfair competition. As reported by Deadline, the lawsuit alleges Amazon has been “hurriedly seeking to pirate away a number of contracted employees,” including Pia Barlow, an HBO Max marketing executive who recently joined Amazon MGM Studios….

Read Full News

Meet Open Dreamer: A JAX/Flax Reproduction of the Dreamer 4 World Model Pipeline, With the Full Training Recipe Published

A small group of AI researchers (Reactor) have released Open Dreamer, an open implementation of the Dreamer 4 world-model pipeline written in JAX and Flax NNX. What actually shipped Two repositories were released. next-state/open-dreamer holds the training pipeline: a causal video tokenizer, an action-conditioned latent dynamics model, rollout generation, and FVD scoring. reactor-team/open-dreamer holds a…

Read Full News

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…

Read Full News

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…

Read Full News