Networking & Content Delivery

Category: Artificial Intelligence

AI best practices for AWS network operations with AI agents and MCP

AI best practices for AWS network operations with AI agents and MCP

This post is for platform and SRE teams running 24/7 network operations who want AI Agents and Model Context Protocol (MCP) for intelligent, automated event response, and for individual engineers who want agentic diagnostics during development and triage. If you are in the first group, focus on AWS DevOps Agent, Amazon Bedrock AgentCore, and the […]

Zero-trust networking for agentic AI with Amazon VPC Lattice

Zero-trust networking for agentic AI with Amazon VPC Lattice

Your most sensitive data—patient records, financial data, classified documents—lives in a private Amazon Virtual Private Cloud (Amazon VPC) with no internet access, and for good reason. That network isolation is a deliberate security posture, not an oversight. The problem is that your AI agents need to reason over that data, and traditional networking approaches force […]

Private AI agent with WebSocket streaming over CloudFront VPC Origins and the next generation of OpenSearch Serverless for knowledge retrieval

Reviewing partner contracts by hand is slow and repetitive, so teams want an AI agent to do the first pass. In the example used throughout this post, a company called Example Corp reviews incoming partner agreements against its own standard operating procedures. A partner uploads an agreement, the agent checks it against those procedures, and […]

Intelligent VPN observability: Decoding AWS Site-to-Site VPN logs

When an AWS Site-to-Site VPN connection degrades, you sift through hundreds of log entries, correlate Border Gateway Protocol (BGP) state transitions with Internet Key Exchange (IKE) phase changes and decide whether the cause is a prefix quota violation, an autonomous system (AS) path loop, or a hold timer expiry. That repetitive manual work prolongs recovery. […]

Extending AWS DevOps Agent network investigations with S3 logs and custom MCP on Amazon Bedrock AgentCore

Your on-call engineer sees a 502 error on the AWS Application Load Balancer (ALB). The Amazon Elastic Compute Cloud (Amazon EC2) instance is running, status checks pass, and AWS CloudTrail shows no infrastructure changes. In this post, you learn how to extend AWS DevOps Agent investigations beyond API-level failures. You connect it to Amazon Simple […]

Private connectivity patterns for Amazon Bedrock AgentCore Gateway Targets

Private connectivity patterns for Amazon Bedrock AgentCore Gateway Targets

Private connectivity from AgentCore Gateway to your targets reduces compliance scope and simplifies auditing making it a common requirement in regulated environments. Whether your targets run inside an Amazon Virtual Private Cloud (Amazon VPC), across AWS accounts, in other AWS Regions, on-premises, or in multicloud environments, you need connectivity patterns that keep traffic off the public internet […]

Network connectivity patterns for agents deployed on Amazon Bedrock AgentCore Runtime

Network connectivity patterns for agents deployed on Amazon Bedrock AgentCore Runtime

As you deploy AI agents into production, establishing secure network connectivity becomes a critical design decision: how do users connect to agents, how do agents connect to other agents, and how do agents reach private resources? Amazon Bedrock AgentCore Runtime provides flexible network connectivity options that let your AI agents securely connect to public and […]

Building Intelligent Network Operations Agent with Amazon Bedrock AgentCore

Building Intelligent Network Operations Agent with Amazon Bedrock AgentCore

It’s 2 AM when your phone alerts you to failing customer transactions in the North Virginia Region. As a network operator managing an Imaging platform on Amazon Web Services (AWS), you’re faced with troubleshooting an architecture that spans multiple Amazon Virtual Private Cloud (Amazon VPC), uses AWS Transit Gateway for interconnectivity, and runs many microservices. […]

Using generative AI for building AWS networks

In today’s rapidly evolving cloud landscape, network architects, engineers, and cloud teams need to move faster to design, deploy, and manage complex Amazon Web Services (AWS) networking infrastructure at scale. The emergence of generative AI capabilities, particularly Amazon Bedrock and Amazon Q, offers unprecedented opportunities to transform how we approach these challenges and solve them […]

Securing PartyRock: How we protect Amazon Bedrock endpoints using AWS WAF

PartyRock is an intuitive, hands-on generative AI app-building playground based on Amazon Bedrock. It allows users to experiment with generative AI technologies and build fun applications without coding, such as quiz generators or resume optimizers. Although providing a free generative AI playground online offers immense value to builders, it also presents significant security challenges. In […]