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P-Cast Precision in FP8 Attention: Sink-Induced Collapse and the Optimality of S=2^8
arXiv:2606.06521v1 Announce Type: new Abstract: FP8 (E4M3) acceleration for attention computation offers significant throughput gains, but the 3-bit mantissa introduces precision challenges when the softmax probability matrix P is cast to FP8 before the P*V matrix multiplication. We analyze two implementation choices that affect output precision under the Attention Sink phenomenon: (1) the KV block iteration order, and (2) the static scaling factor applied to P before casting.
Uttarakhand Dalit teen ‘tortured to death’ over friendship with upper caste girl
An 18-year-old Dalit student died after he was allegedly held captive and assaulted through the night by family members of a minor upper-caste girl in Tehri Garhwal district, with his father alleging that nails were hammered into his son’s legs during the attack. Police arrested the girl’s father, Yashbir Singh Panwar, and grandfather, Vidyadutt Panwar, and registered a case of murder under BNS (BNS) and relevant sections of the Scheduled Caste and Scheduled Tribe (Prevention of Atrocities)...
DNA remodeling couples target recognition to directional transposition in a Tn7-like CAST
CRISPR-associated transposons (CASTs) couple target recognition to the insertion of large DNA cargoes, but how distinct targeting pathways are converted into productive and directional integration remains poorly understood1. Here we define the assembly pathway of a type I-B1 CAST from Anabaena variabilis, a system closely related to prototypical Tn7 that retains TnsD-mediated glmS recognition while incorporating CRISPR-based RNA-guided targeting2. Cryo-electron microscopy structures across...
Idris Elba rejects 'woke' James Bond casting push, warns audiences 'won't go for a Black male' in the role
When it comes to stepping into the role of James Bond, Idris Elba is being "realistic. "In a new interview with British GQ, the 53-year-old actor opened up about the longstanding rumors about him being cast as the next 007 and explained why the audience won't go for a "Black male. ""I’ve always felt that it’s not a realistic thing," he told the outlet.
Germany beat USA before World Cup but injuries cast shadow
Germany beat USA before World Cup but injuries cast shadow June 6, 2026Germany made it nine wins out of nine with a 2-1 win over the USA in their last match before the World Cup. The win, secured by goals from Kai Havertz and Leroy Sane, means they have won four successive friendlies, having also won their last six World Cup qualifiers. But Julian Nagelsmann knows tougher tests than this are not far away.
Bad Bunny joins Toy Story 5 cast as voice of forgotten pizza toy
Bad Bunny is set to join the cast of the upcoming Disney film, *Toy Story 5*. He will provide the voice for a forgotten pizza toy in the latest instalment of the animated franchise.
U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
Announce Type: replace-cross Abstract: AI-based weather forecasting now rivals traditional physics-based ensembles, but state-of-the-art (SOTA) models rely on specialized architectures and massive computational budgets, creating a high barrier to entry. We demonstrate that such complexity is unnecessary for frontier performance. We introduce \ours, a probabilistic forecaster built on a standard U-Net backbone trained with a simple recipe: deterministic pre-training on Mean Absolute Error...
U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
Announce Type: replace Abstract: AI-based weather forecasting now rivals traditional physics-based ensembles, but state-of-the-art (SOTA) models rely on specialized architectures and massive computational budgets, creating a high barrier to entry. We demonstrate that such complexity is unnecessary for frontier performance. We introduce \ours, a probabilistic forecaster built on a standard U-Net backbone trained with a simple recipe: deterministic pre-training on Mean Absolute Error followed...
New study casts doubt on reliability of mental health diagnosis interviews
Diagnostic interviews seen as ‘gold standard’ vary in reliability from condition to condition, study saysDiagnostic interviews – the most common way to diagnose substance use and mental disorders including depression, anxiety, bipolar and personality disorders – vary in reliability from condition to condition, according to a new study in Jama Network Open. Laura Duncan, a psychiatry professor at McMaster University in Ontario, Canada, and one of the study’s authors, said diagnostic...
Exploding rocket casts doubts over Nasa's Moon plans
Explosion of Blue Origin rocket is a setback for the company and for Nasa's Moon plans.