A developer benchmarked OpenVINO against ONNX Runtime for CPU inference on an Intel N100 mini PC and found OpenVINO was 11% to 22% slower across MobileNetV2, ResNet18, and YOLO26n in FP32. The develop…
Intel released OpenVINO 2026.4, adding EAGLE-3 tree drafting that lifts speculative decoding throughput on Qwen3-8B from 1.65x to over 1.85x at batch size 1, Multi-Token Prediction for Gemma 4, Qwen3.…
CrowdStrike introduced a new capability in CrowdStrike Falcon Data Security that classifies sensitive data using language models running on-device on dedicated AI hardware, developed with Intel and re…
A benchmark of llama.cpp v0.4.1-dev (commit 83078fe) on an Intel Panther Lake laptop found the OpenVINO backend unable to run the Qwen3.6-35B-A3B-MTP-UD-Q4_K_M.gguf model, failing with a quantized-V-c…
A Linux user running Ubuntu 24.04.4 LTS with an Intel Arc B580 GPU, Ryzen 5 7600, and 32GB RAM details struggles and workarounds for running local LLMs on Intel Arc hardware, documenting issues in a G…
A user testing local AI model performance on the Samsung Galaxy Book 5 360 Pro with an Intel 258v processor reports disappointing results, achieving only about 30 tokens per second decode and 200 toke…
A developer discovered a silent race condition in OpenVINO's AsyncInferQueue that caused concurrent embedding requests to return vectors belonging to other inputs. The bug, which passed standard unit …
OpenVINO has released the smolvla-libero-fp16-ov model, a 1.0 GB PyTorch artifact under the Apache-2.0 license, now indexed on Hugging Bay for discovery and provenance. The model is designed for easy …
Intel's new ASUS NUC 16 Pro mini PCs, tested in a cluster of three, failed to speed up large language model inference, with token generation dropping to half the single-machine rate due to memory band…
Intel announced at Computex that over 130 customers are using its Series 3 processors for edge AI and robotics designs, including Sensory AI's Ella multi-agent Physical AI store. The company also intr…
A developer successfully offloaded automatic speech recognition (ASR) for a Home Assistant voice pipeline from CPU to the Intel NPU on a Core Ultra 7 265K processor, achieving 3-6× faster inference an…