Gemma 4 on an Amazon SageMaker Endpoint: AWS CLI, NVIDIA L4, and an MCP Server

DEV Community·7 points·xbill·5 days ago·dev.to

Step by step deployment of Gemma 4 E2B to a SageMaker real-time endpoint on one NVIDIA L4 with the AWS vLLM container, driven by the aws CLI and managed by a Python MCP server from Claude Code or Gemini CLI.

Read the full article at dev.to →

#aws #gemma #mcp #sagemaker #cli #server #endpoint #nvidia

Related stories

Gemma 4 on an Amazon SageMaker Endpoint: AWS CLI, NVIDIA L4, and an MCP Serverdev.to
DEV Community · 0 points · 5 days ago
Gemma 4 on Amazon SageMaker: The NVIDIA T4 Decodes at 0.8x of the L4 With the Same Answersdev.to
DEV Community · 13 points · about 9 hours ago
Gemma 4 on Amazon SageMaker: The NVIDIA T4 Decodes at 0.8x of the L4 With the Same Answersdev.to
DEV Community · 1 points · about 9 hours ago
Put the Arithmetic in the Tool: an MCP Server for an AWS Waste Scannerdev.to
DEV Community · 2 points · 9 days ago
2B Gemma 4 Deployment with Cloud Run, NVIDIA L4, MCP SDK 2.x, and Claude Codedev.to
DEV Community · 8 points · 20 days ago
Gemma 4 on Amazon SageMaker or a VM? The Same Model Server at 1.40x the Pricedev.to
DEV Community · 1 points · about 8 hours ago

Related topics

ai2028 lambda11 nvidia57 gemma24 agent430 cloud85 sagemaker8 aws lambda3 server92 multi50 gcp5 mcp92