Microarchitectural Memory Bandwidth Saturation, KV-Cache Paging Dynamics, and Time-to-First-Token Latency: A Comparative Benchmark of vLLM, TensorRT-LLM, and FlashAttention-3 on NVIDIA Hopper H100 versus AMD Instinct MI300X

#CUDA #ROCm #AMD #vLLM #Benchmarking #Performance

hgpu.org?p=31273

✍️ New blog post by xbill

Gemma 4 on Amazon SageMaker: QAT Weights Decode 2.05x Faster Than bf16 on One L4

#aws #sagemaker #gemma #vllm

#ollama is not multi-agent friendly. As my workflows evolved with more agents and sub-agents #ollama became a bottleneck. I'm switching everything (except Raspberry Pi) over to #vllm. I'm using Docker, again, to keep it portable/flexible.

github.com/dashaun/rtx5...

Desplegar DeepSeek-V3 por $6/mes: la cuenta no cierra

¿Se puede desplegar DeepSeek V3 por $6 al mes en DigitalOcean? La propia guía admite que el costo real ronda los $432. Te mostramos las cuentas completas

#deepseekv3 #vllm #digitalocean #claudeopus #gpucloud

DGX Station GB300 を導入しました

#AI #LLM #DGXOS #vLLM #GB300

⚡ vLLM quickstart: production inference that scales!

PagedAttention, batching, Docker/K8s, flags that matter.

📖 Read: https://devopstales.github.io/ai/vllm-quickstart/?utm_source=bluesky&utm_medium=social

#vLLM #GPU #SelfHosting

vLLM vs. Ollama: Welchen Inference-Server Sie 2026 wirklich brauchen

ollama run llama3 bringt in dreißig Sekunden ein antwortendes Modell. Dasselbe Modell für 200 gleichzeitige Nutzer bereitzustellen, ohne dass es einbricht, ist ein völlig anderes Engineering-P…

#vllm #ollama #llminferenz

vLLM vs Ollama: Which Inference Server You Actually Need in 2026

ollama run llama3 gets a model answering in thirty seconds. Getting that same model to serve 200 concurrent users without falling over is a completely different engineering problem — and vLLM and O…

#vllm #ollama #llminference

LLM Hosting in 2026: Local, Self-Hosted and Cloud Infrastructure Compared

#AI #LLM #hosting #Self-Hosting #ollama #llama.cpp #vllm #infrastructure

https://www.glukhov.org/llm-hosting/

https://lckhd.eu/YPX255

#vLLM #Kubernetes #NVIDIA #Minikube #LocalAI

With LLM token prices climbing all the time, more teams are looking at running smaller models locally, and a lot of local GPUs handle that size of workload fine. For people stuck using Windows, getting one of them visible to a

#vLLM #AI #LLM #Inference #GPU #MachineLearning #AIInfrastructure #OpenSource #AIAgents #Developers

ROCm vs Vulkan for AMD Local LLM Hosting: 2026 Guide

#LLM #SelfHosting #llamacpp #Ollama #vLLM #Docker #Linux

https://www.glukhov.org/llm-hosting/comparisons/amd-rocm-vs-vulkan-llm-hosting/

KV Cache on 16 GB GPUs: Making Long Context Actually Fit

#LLM #llamacpp #vLLM #Ollama #GPU #Self-Hosting #SelfHosting #NVidia #Hardware

https://www.glukhov.org/llm-performance/optimization/kv-cache-16gb-long-context/

Tencent Zhuque Lab released AI-Infra-Guard, an open-source scanner for AI systems that fingerprints Ollama, vLLM, and ComfyUI, checks 1,600+ CVEs, inspects MCP servers and agent skills, and tests jailbreak resistance. #AIInfraGuard #Ollama #vLLM

[JP] AMD GPUでのvLLM推測デコーディングの革新
[EN] Innovations in Speculative Decoding with AMD GPUs in vLLM

https://ai-minor.com/blog/en/2026-09-08-1788793505468-speculative_decoding_in_vllm_on_amd_gpus

#vLLM #推測デコーディング #AMDGPU #AI #Tech