Archive
AI 晶片、GPU、資料中心、邊緣裝置與硬體安全。
推論系統
Developed with Claude’s assistance, the 36 packages use shared GPU kernels to accelerate biological models and reduce memory requirements. Anthropic distinguishes between identical-output and approximate acceleration, but does not commit to ongoing maintenance of the public release.
代理工具
NVIDIA 示範由編排代理及專用子代理替 Blender 場景補上語意、感測器與物理資料，再交付 Isaac Sim 或 Isaac Lab。流程的技術核心是把 OpenUSD 當成共享狀態、以可執行規格作為驗收門檻，但目前證據主要仍是一套供應商示範。
推論系統
Novita AI and vLLM have open-sourced Chord, a W4A16 CUDA operator tuned for Kimi K2.x serving workloads on H200, B200, and B300 GPUs. Public benchmarks show performance of up to 2.15× that of Humming, but the figures cover only the MoE layer kernel and cannot be directly translated into end-to-end throughput.
硬體
OpenVINO 2026.4 adds Multi-Token Prediction speculative decoding for Gemma 4, Qwen3.5, and Qwen3.6, while enabling VTune to analyze inference across CPUs, GPUs, and NPUs. The release expands local model coverage, but several NPU dynamic-shape and model-unloading features remain in preview, and Intel has not provided standardized public acceleration figures.
代理工具
A Microsoft Research team had coding agents observe interactive reference websites and then recreate their functionality without access to the source code. ProgramDistill generated 4,063 tasks from 26 applications, showing that repairing individual features is far easier, while complete workflows dependent on multiple stages of state remain the primary bottleneck.
AI 基礎設施
NVIDIA has disclosed NVLink 6’s multilayer fault-tolerance design, extending from physical-layer bit-error correction to the NMX Controller and Dynamo inference processes. Internal B200 testing reduced the time required to restore service on two workers after a failure from 283 seconds to 7.3 seconds, though checkpointing tools and NCCL edge cases are still evolving.
最新模型
Rather than estimating only conditional labels, LimiX-2 learns the joint structure of features and targets from synthetic causal data. The team has released the weights and inference code, but the model is restricted to non-commercial use, and its leading results come primarily from tabular benchmarks run by the authors.
代理工具
The new VS Code toolkit can deploy hosted agents from private container registries configured with a connection, while also adding an AMD NPU build of Fara 7B and a quantized Aion adapter. Windows ML has been upgraded to `windowsml` 2.3, requiring existing projects to review their execution providers and dependencies.
AI 基礎設施
Unity’s team introduced FlashVector, an agent that searches for performance bottlenecks across GPU kernels, computation graphs, Triton servers, and feature services. Production tests showed throughput gains of up to 2×, but the code, modification traces, and complete cost data have not been released.
代理工具
Research teams including Google enable a fixed coding agent to repeatedly rewrite its search schedule instead of updating model weights. Tests across eight algorithmic, mathematical, and GPU kernel tasks show that it can reduce exploration costs, although replay can evaluate only branches already traversed in the recorded history.
推論系統
MLCommons is no longer testing only individual models. Inference 6.1 incorporates retrieval, reranking, generation, and multi-turn agent workflows. The new release also introduces an API-based client/server harness, signaling that data center benchmarking will shift toward the more production-like MLPerf Endpoints suite.
AI 基礎設施
SiFive booted ROCm 10 on a BigSky server powered by a P870-D RISC-V CPU, with a Radeon AI PRO R9700 running Gemma4-E2B inference. The demo shows that non-x86, non-Arm hosts can connect to AMD’s GPU software stack, although no performance data, reproducible image, or formal support scope has yet been released.