AWS Agent Registry: A Complete Guide with Full Review

Introduction When I started building multi-agent systems on AgentCore, I quickly hit a problem that had nothing to do with the agents themselves: how do you control the visibility of deployed tools and MCP servers? Every target registered in AgentCore Gateway needed to be discoverable only when it was ready — but Gateway has no […]

Part 3: Building Production-Ready AI Agents with Amazon Bedrock AgentCore (Runtime)

Part 3: Runtime & Frontend Introduction In Part 1 and Part 2, I built the infrastructure, deployed Lambda tools via Gateway, and configured Memory for persistent context. In this final article, I complete the journey by deploying the AgentCore Runtime and building a Streamlit frontendwith secure authentication. This final article covers: Implementing the agent with […]

Part 2: Building Production-Ready AI Agents with Amazon Bedrock AgentCore (Gateway & Memory)

Part 2: AgentCore Gateway & Memory Introduction In Part 1, I established the foundation with Terraform infrastructure and Cognito authentication. In this article, I add the intelligence layer: AgentCore Gateway for serverless tools and AgentCore Memory for persistent context. This article covers: Creating Lambda-based tools accessible via MCP protocol Deploying the AgentCore Gateway Setting up […]

Part 1: Building Production-Ready AI Agents with Amazon Bedrock AgentCore (Architecture & Auth)

Part 1: Foundation, Architecture & Authentication Introduction Building a production-ready AI agent chatbot requires more than just connecting to an LLM. You need secure authentication, scalable infrastructure, persistent memory, and seamless tool integration. In this three-part series, I walk through implementing a complete Amazon Bedrock AgentCore solution for a business assistant chatbot. I’ll try to elaborate on […]

Case Study: Automating Google and Jira Admin Tasks with AWS AgentCore

Executive Summary Administrative tasks in Google Workspace and Jira have consumed hundreds of staff hours for our team each quarter. These tasks — ranging from user provisioning to project setup — were repetitive, error-prone, and often delayed due to backlogs. By building a Slack-first automation interface powered by AWS AgentCore primitives (Gateway, Memory, Identity), we achieved a 90% reduction in admin time for common […]