Jagged cliffs, dense forests and rolling mountains make #Shennongjia# in #Hubei# province a sight to behold. Under a brilliant blue sky, clouds drift above deep valleys and rugged peaks. Every turn reveals another stunning view. ⛰️ #ChinaBound# (Photos: Zhang Yu'an)

“Jagged intelligence” is not intelligence that is jagged. Intelligence is carved from information and reward. Those are the chisels that shape the stone. If the information and reward are jagged, the chisels are jagged — and so is the form they leave behind.

Alanis Morissette's "Jagged Little Pill" became one of the defining albums of the 1990s. In 2019, the Canada-born singer-songwriter brought the record to a new audience as a Tony Award-winning Broadway musical. Morissette is featured on the #Forbes250# America’s Most Successful Living Immigrants list. See who else made the list: 📸: Christopher Polk Penski via Getty Images

Clouds swirl around jagged stone summits in Zhangjiajie’s Wulingyuan district. These sculpted sandstone formations, rising amid lush woodland, paint an unforgettable picture of raw natural wonder waiting to be explored.

Our latest blog presents work on Jagged Flash Attention (JFA) — the attention kernel behind @Meta's Generative Ads Model (GEM) — on @NVIDIA Blackwell (B200), built with TLX (Triton Low-level Extensions), which add explicit, hardware-aware control on top of Triton's high-level, tile-based programming model. The TLX attention kernel is about 3.2K lines of concise Triton-level code — roughly 3× less than the ~10K-line CuteDSL kernels of the state-of-the-art FlashAttention-4 (FA4), and it outperforms FA4 on the jagged shapes that matter for GEM — by ~13% on the forward pass and ~50% on the backward pass. Read it here: ✍️ Han Xu, Jacky Zhou, Jackie (Jiaqi) Xu, Hongtao Yu, Peng Chen (Dev Infra), Darren Liu, Dev (Devashish) Shankar (@dev17392), Max Leung, Nick Riasanovsky, Hao Yan, Manman Ren, Yuanwei (Kevin) Fang

IYKYK 🤔💀💀💀 AI frontier is jagged, but the pointy part that does math is way beyond the average PhD. (The skulls are the NPCs who cannot update priors in the face of rapid change.)

my prediction is how AI progress will unfold: jagged AGI (superhuman at key tasks to unlock RSI) → RSI → full AGI and eventually: jagged ASI → RSI → full ASI i think we're already 90% of the way to jagged AGI at least in terms of having enough intelligence to kick off RSI