1
LLMPanel Deploy vLLM to RunPod or Vast.ai Without Kubernetes
5分钟在任意GPU上部署Llama-70B，无需K8s，开源平台一键搞定。
Article URL: https://llmpanel.io Comments URL: https://news.ycombinator.com/item?id=49429521 Points: 1 # Comments: 0
2
EP223: Ollama vs vLLM vs SGLang
对比三大 LLM 推理框架 Ollama、vLLM 与 SGLang，理清性能与适用场景，帮你选对部署方案。
To use open-weight models on your machine, you have three main options: Ollama, vLLM, and SGLang. But each engine handles requests differently.
3
New OllamaMQ v0.3.0
一键管理多引擎模型加载卸载，支持安全令牌，本地AI工作流必备实用工具。
- loading / unloading models - ollama, lm-studio, vllm - optional security tokens and visibility and many more on - https://github.com/Chleba/ollamaMQ…
4
Engineering Signals of Human-AI Collaboration in the Agentic Coding Era: A Longitudinal Analysis of 33,228 Pull Requests from vLLM and SGLang with Implications for Biomedical AI Agents and Bioinformatics Pipeline Developmen
分析3.3万个PR，揭示智能体编程时代人机协作信号，为生物医学AI与生信开发提供实证参考。
arXiv:2608.13884v1 Announce Type: cross Abstract: The rapid adoption of AI coding assistants and autonomous agentic development systems has coincided …
5
Hot French startup ZML releases free product to speed inference across lots of AI chips
法国初创ZML推出免费产品，让AI推理在多芯片上飞驰，20人团队挑战行业巨头。
ZML, a hot French AI startup endorsed by Turing Award winner Yann LeCun, has now released ZML/LLMD, software that could make running AI less costly.
6
Ekka: Automated Diagnosis of Silent Errors in LLM Inference
大模型推理出错却不报错？Ekka自动诊断静默错误，守护服务精度。
Article URL: https://syfi.cs.washington.edu/blog/2026-06-29-ekka/ Comments URL: https://news.ycombinator.com/item?id=48810123 Points: 2 # Comments: 0
7
Show HN: Morph Reflexes – Multi-head classifiers for agent traces
用多分类器从代理轨迹中提取语义信号，比前沿模型评判更快更便宜，直击生产代理行为故障痛点。
The most common failures for production agents are behavioral: looping, reasoning leakage, user frustration, and more. Using a frontier model like GPT…
8
AMD Strix Halo RDMA Cluster Setup Guide
手把手教你用AMD Strix Halo搭建RDMA集群，运行VLLM推理服务，附完整网络与Ray配置。
Article URL: https://github.com/kyuz0/amd-strix-halo-vllm-toolboxes/blob/main/rdma_cluster/setup_guide.md Comments URL: https://news.ycombinator.com/i…
9
Distributed LLM Inference with LLM-d
不重复造轮子，基于vLLM、SGLang与K8s/Envoy的分布式推理新方案LLM-d，值得关注。
Article URL: https://cefboud.com/posts/llm-d/ Comments URL: https://news.ycombinator.com/item?id=48699083 Points: 3 # Comments: 0
10
How to become an AI infrastructure engineer?
从SRE视角剖析AI推理基础设施，揭秘真实工作流与技能树，适合想转型该领域的工程师
Hi, I currently work on a GenAI platform for one of the largest local industrial companies. My daily work mostly involves building inference infrastru…
11
High Performance Distributed Inference with Ray Serve LLM
Ray 2.56 引入直接流模式，极大优化 LLM 分布式推理的请求路由与数据流，性能跨越式提升。
Article URL: https://www.anyscale.com/blog/high-performance-distributed-inference-ray-serve-llm-vllm-google-kubernetes-gke Comments URL: https://news.…
12
Deploying vLLM on OKE with NVIDIA A10 GPUs: The 20-Minute Setup Nobody Talks About
20分钟搞定大模型推理部署，A10 GPU成本低至一杯拿铁价，甲骨文云实战教程来了。
Last month I needed to stand up a Llama 3 inference endpoint for an internal tool. The requirements were simple: OpenAI-compatible API, auto-scaling, …
13
Breaking the Ice: Analyzing Cold Start Latency in vLLM
深度剖析vLLM冷启动延迟，揭示推理框架性能瓶颈的关键分析。
arXiv:2606.07362v1 Announce Type: new Abstract: As scalable inference services become popular, the cold start latency of an inference engine becomes i…
14
Why Self-Hosted Claude Code Was 15 Slower Than It Should Be
自托管Claude Code为何比预期慢15倍？深入解析性能瓶颈与优化方案，技术干货满满。
Update (2026-05-14). The SimpleEngine prefix-cache patch described in Finding #2 is now upstream as vllm-mlx PR #523 , merged. If you're on a recent v…
15
Nvidia DGX Spark GB10 – AI Models and Guide with vLLM and Autonomous Script
NVIDIA GB10超级芯片首秀，128GB统一内存驱动AI推理，vLLM脚本实战部署指南。
Article URL: https://github.com/omnia-projetcs/spark-dgx Comments URL: https://news.ycombinator.com/item?id=48416815 Points: 1 # Comments: 0
16
Fast and Efficient LLM Inference with vLLM: A New Course with Deeplearning.ai
vLLM与Deeplearning.ai联手推出新课程，用可视化教你搞懂LLM推理优化与量化实战。
Article URL: https://vllm.ai/blog/2026-06-03-deeplearning-ai-vllm-course Comments URL: https://news.ycombinator.com/item?id=48400472 Points: 2 # Comme…
17
Show HN: Tiny-vLLM – high performance LLM inference engine in C++ and CUDA
用C++和CUDA打造的高性能轻量LLM推理引擎，代码开源，适合自部署优化。
Article URL: https://github.com/jmaczan/tiny-vllm Comments URL: https://news.ycombinator.com/item?id=48328184 Points: 6 # Comments: 0