Loading feed…
Google Cloud0 Hot0 comments10 min read
llm-d 1.0, an open source stack for distributed inference
AI summary
LLM-D 1.0 là một stack mã nguồn mở, được thiết kế đặc biệt cho inference phân trên Kubernetes. Nó tối ưu hiệu suất bằng cache-aware routing và tiered KV cache, đồng thời hỗ trợ multi-tenant traffic control để quản lý truy cập cho nhiều người dùng. Giải pháp này đạt sẵn sàng cao (high availability) khi triển khai trên Google Kubernetes Engine. Đáng học hỏi cách thiết kế hệ thống phân tán cân bằng giữa hiệu suất KV cache và quản lý tài nguyên đa tenant.
AI summaries can be wrong. Read the original before relying on anything important.
Why read it: llm-d 1.0 giúp lập trình viên triển khai hiệu quả mô hình ngôn ngữ lớn trên Kubernetes với cache thông minh và khả năng năng cao.
What do you remember?
Answer 3 short questions to earn reward points for this article. Only do it if you want the points.
up to +17 points
3 questions · under a minute · optional
Source: https://cloud.google.com/blog/topics/ai-infrastructure/llm-d-1-0-an-open-source-stack-for-distributed-inference. 8 Sync News only summarizes and links out; content copyright belongs to the authors and original sources.
8 Sync ecosystem
One account, the whole ecosystem
Read the news here, practice coding, follow structured courses and train for IELTS on our sibling products — all connected through one 8 Sync account.
8syncdev.com
8syncdev.comThe ecosystem home: product overviews, blog and full pricing.
ExploreCourses
course.8syncdev.comLearn along a clear roadmap: videos, auto-graded quizzes, certificates and mentors who ship for a living.
View the roadmapCoding practice
coding.8syncdev.com1,000 DSA problems in Vietnamese, auto-graded across 7 languages — many FREE, right in your browser.
Practice for freeIELTS
ielts.8syncdev.comAI grading for all four IELTS skills with detailed rubric feedback.
Try it freeZUS — AI IDE
zus.8syncdev.comA 22 MB AI IDE for Vietnamese devs.
Download freemind0
mind0.8syncdev.comOrganizational memory for AI agents.
ExploreAcoLeads
home-acoleads.8syncdev.comAI that staffs your Fanpage and qualifies leads for you.
Try itRecommended for you
DEV242 Hot7 min
I Built a Visual System Design Reference — Switch Any Architecture Between AWS, Azure, GCP & Open Source
I Built a Visual System Design Reference — Switch Any Architecture Between AWS, Azure, GCP... Tagged with systemdesign, webdev, opensource, showdev.
CNCF1 Hot9 min
One flag, many guardrails: Making a platform safe enough to delegate
This post draws on a talk co-presented with Julien Semaan of Kubex at KubeCon + CloudNativeCon Europe 2026; GitOps Gone Wild: Hardening Delivery Pipelines for…
Flavio Copes1 Hot12 min
API pricing vs subscription: what my month of Codex would cost on the API
I priced 30 days of my real Codex usage at API rates. A $100 plan covered $745 of API-equivalent work. Here's the math, the script to run on your own logs, and when the API still wins.
Daily Dose of Data Science | Avi Chawla | Substack52 Hot8 min
7 MoE routing strategies in production, clearly explained
+ a practical learning checklist to learn AI engineering.
Flavio Copes136 Hot6 min
How to run an LLM locally
Run an LLM locally with Ollama. See how much memory you need, where LM Studio and llama.cpp fit, and how to call the model from code.
Daily Dose of Data Science | Avi Chawla | Substack152 Hot7 min
RAG vs. Vectorless RAG, clearly explained!
...explained visually (with tradeoffs in production).
InfoQ1 Hot34 min
Distributed LLM Inference on Kubernetes with llm-d, Wasm, & TornadoVM
Edoardo Vacchi covers the evolving landscape of WebAssembly on the backend, running Java workloads on GPUs using TornadoVM, and optimizing distributed AI inference using llm-d and vLLM on Kubernetes.
Isovalent1 Hot6 min
A refreshed Network Policy Editor website and two new VS Code extensions
Meet the refreshed Network Policy Editor and two new VS Code plugins.
Comments
Loading comments…