OpenAI: Ending its AI video feature, Sora - The Week
OpenAI: Ending its AI video feature, Sora The Week
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Gemma 4 31B at 256K Full Context on a Single RTX 5090 — TurboQuant KV Cache Benchmark
Just got Gemma 4 31B running at full 256K context on a single RTX 5090 using TurboQuant KV cache compression. System Specs Component Spec GPU NVIDIA GeForce RTX 5090 (32GB VRAM) CPU AMD Ryzen 9 9950X3D (16-core) RAM 64GB DDR5 OS Windows 11 Setup Model : gemma-4-31B-it-UD-Q4_K_XL from Unsloth (17.46 GiB) Build : TheTom/llama-cpp-turboquant branch feature/turboquant-kv-cache , merged with latest upstream master for Gemma 4 support KV Cache : turbo3 (3-bit PolarQuant + Hadamard rotation, ~4.5x compression vs f16) Config : --n-gpu-layers 99 --no-mmap --flash-attn on --cache-type-k turbo3 --cache-type-v turbo3 Benchmark Results Test Speed (t/s) pp4096 3,362.71 pp16384 3,047.00 pp65536 2,077.96 pp131072 1,428.80 pp262144 899.55 tg128 61.51 VRAM usage at 262K : 27.7 GB / 32 GB (4.3 GB headroom) G
Silverback AI Chatbot Announces Development of AI Assistant Feature to Support Automated Digital Interaction and Workflow Management - South Bend Tribune
Silverback AI Chatbot Announces Development of AI Assistant Feature to Support Automated Digital Interaction and Workflow Management South Bend Tribune
De front-end para UX, e de volta ao código: o que significa ser Design Engineer em 2026
Sou UX/UI designer, mas antes disso fui front-end. Atuei cerca de 5 anos trabalhando com HTML e CSS, transformando layouts em páginas, entendendo hierarquia de informação e estrutura de interface. Depois, tomei o caminho oposto: migrei para UX/UI e agora completo 5 anos atuando em produtos, passando por fintech, utilities e atuando como Product Designer. Essa trajetória, de front para UX e agora voltando a se aproximar do código, é justamente o que me levou a me reconhecer em um termo que gosto bastante: Design Engineer . Minha trajetória: 5 anos de front-end, 5 anos de UX Quando era front-end , eu via a tela como um resultado de código: HTML estruturando a informação, CSS dando forma e layout, um pouco de JavaScript dando comportamento. Quando migrei para UX , passei a olhar mais para o t
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![trunk/9557db4da58adc85b48136aad2e383f7ab6e456e: [xpu] Add deterministic matmul test to test_gemm.py (#179004)](https://avatars.githubusercontent.com/u/182777534?s=60&v=4)
trunk/9557db4da58adc85b48136aad2e383f7ab6e456e: [xpu] Add deterministic matmul test to test_gemm.py (#179004)
Summary Adds test_matmul_deterministic_mode to test/xpu/test_gemm.py to verify that torch.matmul produces bit-identical results across repeated calls when deterministic algorithms are enabled via torch.use_deterministic_algorithms(True) . Motivation XPU implementation allows using deterministic mode for matmul, so we should test if it produce correct results. The two shapes ( 513 and 767 ) are chosen to cover non-power-of-two sizes that commonly expose non-determinism in GPU tiling strategies. This PR is a follow up task after conversation in intel/torch-xpu-ops#3201 Changes test/xpu/test_gemm.py Added DeterministicGuard to the torch.testing._internal.common_utils import block. Added test_matmul_deterministic_mode to TestBasicGEMM . Pull Request resolved: #179004 Approved by: https://githu
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