An agent uses Context editing (beta) during a long tool-calling session. After 30 tool calls, the context is nearly full due to accumulated tool result blocks from prior iterations. What does Context editing help with in this scenario?

What is the key characteristic of Claude Managed Agents (Sessions API) that distinguishes it from st...

A developer is building a production agent that can send emails and delete files. Before executing i...

A developer builds a long-horizon agentic task where a faster executor model handles routine steps b...

An agent using Claude Haiku 4.5 with extended thinking is running a multi-hour session. The develope...

A production customer service agent occasionally enters infinite loops — repeatedly calling the same...