New capabilities for Anthropic's Managed Agents platform: scheduled self-improvement, rubric-based self-correction, and lead-agent delegation to parallel subagents.
developers building production Claude agents that need to self-correct, run long jobs, or coordinate parallel work
shipping an agent where reliability and measurable success criteria matter more than chat-style back-and-forth
developers on the Claude Platform building with Managed Agents (Outcomes and Multiagent in public beta; Dreaming requires research preview access)
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