Managed Agents Dreaming, Outcomes, and Orchestration: Architecture and Tradeoffs

Anthropic shipped three new capabilities for Managed Agents on May 6th. This post breaks down the architecture of each, where the design decisions are interesting, and where the tradeoffs matter for builders. Dreaming: Cross-Session Memory Curation W...