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Infrastructure 950 stories
NVIDIA Vera CPU Boosts AI Factory Throughput to Accelerate Agentic Workloads
Agentic systems turn model reasoning into action through multi-step workflows that combine inference, tool use, code execution, retrieval, orchestration, and...
AI Innovators Adopt NVIDIA Vera — Why Max Single-Threaded CPU at Scale Matters
Max single-threaded CPUs at scale are a new category of CPUs built for the agentic AI era. Across the creation and deployment of an agentic system,…
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The Copilot Billing Preview app will be retired on August 3, 2026. If you use it to review your GitHub Copilot spend, you can get even…
b9898
sycl : use sycl func to fix AOT double type issue (#25081) macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel…
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sycl : rename the env vars from "disable" to "enable" (#25042) macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel (x64)…
b9895
speculative : fix out-of-bounds read in ngram-map on prompt shrink (#23936) speculative : fix out-of-bounds read in ngram-map on prompt shrink speculative : fix ngram-map cleanup…
NVIDIA and Hugging Face Bring New Models and Frameworks to LeRobot for the Open Robotics Community
Open source AI has shown how quickly developers can innovate when models, data and tools are shared. Robotics has the same opportunity, but advancements in physical…
b9894
vulkan : check src0 type in GGML_OP_SET_ROWS to avoid failures due to unimplemented f16 support (#25351) vulkan : check src0 type in GGML_OP_SET_ROWS to avoid failures…
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opencl: general flash attention decode performance optimizations (#25366) opencl: vec flash-attention decode kernels for f16/q8_0/q4_0 KV opencl: improve non FA KQ mv kernels opencl: tweaks for…
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common: Set optimal default thread count for ppc ( linux as well as AIX) (#25237) macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled)…
Enhancing Goodput in Large-Scale LLM Training with Nonuniform Tensor Parallelism
Training LLMs at massive scale brings unique infrastructure challenges, especially as jobs span thousands of GPUs and run for extended periods. The longer these...
b9891
metal: add col2im_1d op (f32/f16/bf16) (#25176) metal: add col2im_1d op (f32/f16/bf16) Gather kernel mirroring the CPU/CUDA path: each output (t_out, oc) reads its ceil(K/s0) source columns…
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CUDA: remove -sm row, refactor cuBLAS (#24216) CUDA: remove -sm row, refactor cuBLAS fix CDNA + BF16 logic fix bad return fix src0 strides, contiguous requirements…
How Open Models Are Driving AI Research
Every year, the International Conference on Machine Learning (ICML) reveals where thousands of AI researchers have decided to put their work. This year’s accepted papers reveal…
How Nations Are Deploying AI for Strategic Priorities
Nations have long invested in domestic infrastructure to advance their economies, protect and use their data, and take advantage of technology opportunities in areas such as…
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CUDA: extend K-type validation to V-types for flash attention (#24403) CUDA: extend K-type validation to V-types for flash attention reorder macOS/iOS: macOS Apple Silicon (arm64) macOS…
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ggml-cpu: use UE4M3 LUT in ARM NVFP4 dot product (#25331) macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel (x64) iOS…
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ggml-cpu: Enable tiled matmul on AIX (#25199) The matmul_tiled path uses large local stack buffers for A_pack and B_pack. On AIX this can trigger a segmentation…
b9884
vulkan: fix 32-bit integer overflow in CEIL_DIV (#25245) macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel (x64) iOS XCFramework Linux:…
b9882
scripts : use HF_TOKEN when downloading UI assets (#25280) Signed-off-by: Adrien Gallouët angt@huggingface.co macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS…
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ggml-hip: enable -ffast-math for HIP builds (#23862) macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel (x64) iOS XCFramework Linux: Ubuntu…
b9879
ggml-cuda: optimize conv_transpose_1d indexing (#25310)
b9878
Fix stale tensor-split params for draft models (#24814) meta: fix tensor split metadata for GQA attention Tidied the code a bit to match existing style Revert…