Anthropic brings dreaming, outcomes, and multiagent orchestration to Claude agents
Tech Anthropic brings dreaming, outcomes, and multiagent orchestration to Claude agents Anthropic launched a new set of Claude agent features Wednesday, including a dreaming tool designed to help its AI agents remember past work, spot recurring mistakes, and improve over time. Dreaming is designed to extract patterns, curate memories, and surface recurring mistakes or workflows that individual agents may not identify on their own. Developers can let dreaming update memory automatically or review changes before they are added. The company said the feature is especially useful for long-running work and multiagent orchestration, where agents need to retain useful context across sessions. Memory allows each agent to capture what it learns while working, while dreaming refines that memory between sessions and pulls shared learnings across agents. Anthropic also made outcomes, multiagent orchestration, and webhooks available to developers building with Managed Agents. Outcomes allow developers to write rubrics that define success, with a separate grader evaluating an agents output and prompting revisions when the result falls short. In internal testing, Anthropic said outcomes improved task success by up to 10 percentage points over a standard prompting loop, with the largest gains on harder problems. The company also said outcomes improved file generation quality, increasing task success by 8.4%