Claude Managed Agents — Can It Replace Your Existing Agent System?#

2026-04-12

Introduction#

On April 8, 2026, Anthropic launched Claude Managed Agents in public beta. It is a hosted agent execution environment that handles agent loops, sandboxing, and tool execution infrastructure — you declare the agent, and Anthropic handles the orchestration.

I currently operate two agent systems. One is a local agent environment built on Claude Code + harness (hereafter “local agents”), where operators interact with AI in real time to handle daily tasks. The other is a multi-agent system built on Strands + AWS Bedrock AgentCore (hereafter “system agents”), which autonomously runs monitoring, diagnosis, and reporting without human intervention.

How to Add Coding Runtimes to an AI Agent Web Service#

2026-04-19

When you start designing or building an AI agent web service, one question shows up surprisingly early:

“If these agents are supposed to do real work, where does their coding ability actually come from?”

At first, it is tempting to think the answer is straightforward. Call a strong model API, add file editing, let it run shell commands, execute tests, and package the results. But once you look more closely, the problem expands fast.