Tuesday, 31st March 2026
Multiple MCP Servers Through Amazon Bedrock AgentCore Gateway
As AI agents scale in enterprises, teams build dozens of specialized MCP (Model Context Protocol) servers. One is for order management, another is for the product catalog, and yet another is for promotions. Each server has its own endpoint, its own auth, its own tool definitions. The agent that consumes these tools suddenly becomes an integration nightmare.
[... 1,728 words]Claude Code’s Design Philosophy: 10 Patterns to use for Your Agent Systems
This post examines Claude Code’s engineering decisions: the prompt architecture, tool philosophy, concurrency model, permission system, and memory design that make it work. Each section includes what you can apply to your own agent systems.
[... 2,426 words]Does Claude Code Test Itself? Yes — Here’s What’s Actually in the Source
Anthropic published a blog post on demystifying evals for AI agents. It recommends three grader types, eight setup steps, and a feedback loop from production back into improvement decisions. The interesting part is what the Claude Code source code reveals. The product doesn’t just follow the philosophy. It IS the eval system.
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