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Pure JAX on G5g: Serving Gemma 4 on Graviton and a T4G

This article provides a step by step deployment guide for serving Google's Gemma 4 on an AWS EC2 G5g instance using pure JAX. The code is here: gith…

aws ec2 gpu machinelearning

Today I did something I've wanted to do for a while — I took an app running on my own laptop and put it "live" on the internet using AWS. It sounds…

devops aws ec2 iam

Миграция — риск даже для небольших инфраструктур. А когда у вас больше миллиарда пользователей и петабайт данных, права на ошибку нет вообще. Но вых…

Building a Spring Boot application is only half the journey. At some point, every backend project reaches the next question: Where should this appli…

aws cloud springboot ec2

Introduction In my previous IAM article we learnt basics of IAM and how to create Users, Groups and attach Policies. You can refer here: https://dev…

aws ec2 beginners cloudcomputing

I launched an EC2 instance in Tokyo region (ap-northeast-1) . Opened a browser. Typed the public IP. The page loaded in milliseconds. But I couldn't…

aws internet routing ec2

Most people still use GP2 as the default EBS volume type in launch templates and infrastructure modules. Not because it is optimal today, but becaus…

aws devops ec2 performance

**Why This Comparison Still Matters ****In many AWS accounts we still see T2 instances running production workloads. Most of the time, this isn’t by…

aws ec2 performance cloud

FastAPI + Docker + AWS EC2 Deployment Guide Prerequisites (Local) 1. Create a Dockerfile Create a Dockerfile in your project root: FROM python:3.12-…

fastapi docker aws ec2