AI Agents

Claude Managed Agents adds dreaming, outcomes, and multiagent orchestration

Claude Managed Agents now ship with dreaming for cross-session memory refinement, outcomes for rubric-based self-verification, and multiagent orchestration for parallel delegation. Early users like Harvey report ~6x completion rate improvements. These features close the gap between single-session agents and autonomous, long-running systems.

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GKE Agent Sandbox GA and Agent Substrate Launch

Google announces the general availability of GKE Agent Sandbox, an open-source, Kubernetes-native execution environment for secure, low-latency AI agent workloads, alongside the preview of Agent Substrate, a new open-source project for ultra-scale agentic infrastructure. The sandbox integrates pod snapshots, a warm pool API for sub-200ms allocation, and gVisor security.

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