A developer builds a long-horizon agentic task where a faster executor model handles routine steps but occasionally needs strategic guidance from a more capable model. Which Anthropic feature supports this architecture without changing the primary executor model?

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...

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

An agent uses Context editing (beta) during a long tool-calling session. After 30 tool calls, the co...

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