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Building a serverless A2A gateway for agent discovery, routing, and access control

AWS Machine Learning · July 1, 2026

This technical walkthrough offers a tangible solution for simplifying the deployment and management of multiple AI agents, making sophisticated AI architectures more accessible and efficient. The core of the AWS Machine Learning post details how to construct a serverless Application-to-Application (A2A) gateway. This gateway allows various AI agents to be served from a single domain using path-based routing, which means different agents can be addressed via intuitive URLs like `/agents/chatbot` or `/agents/data_parser`. This setup ensures that existing A2A clients can interact with these agents without requiring any modifications, streamlining integration into existing systems while offering centralized access control and discovery. For developers and businesses, this presents a significant opportunity to scale AI initiatives without incurring substantial infrastructure overheads or complex integration challenges. Consider a logistics startup in Lilongwe, focused on optimizing delivery routes; they could deploy separate AI agents for route optimization, predictive maintenance for their fleet, and customer service inquiries, all accessible through a unified gateway. This approach simplifies maintenance and allows them to iterate on individual agents without disrupting the entire system. Similarly, an independent SaaS founder in Blantyre, building a suite of specialized AI tools for small businesses, could use this gateway to offer their different AI products—like a sentiment analysis tool, a content summarizer, and an image tagging service—under a single product domain, presenting a cohesive and professional offering even as Redson Developers, a company founded in 2022, continues to mature its technical stack. An internal IT team at a mid-size manufacturing company in Mzuzu could centralize access to various internal AI tools, from quality control image recognition agents to internal report generation bots, ensuring secure and standardized access for all departments. To immediately leverage this concept, open your AWS account and explore setting up an API Gateway with Lambda functions. Start by deploying a simple "hello world" Lambda function acting as a placeholder AI agent, then configure a path-based routing rule (`/agents/testAgent`) to access it. This small experiment will demonstrate the fundamental principle of the serverless A2A gateway and provide a concrete foundation for deploying more complex AI agents later.