{"id":30380,"date":"2026-05-07T01:25:33","date_gmt":"2026-05-07T01:25:33","guid":{"rendered":"https:\/\/www.europesays.com\/ai\/30380\/"},"modified":"2026-05-07T01:25:33","modified_gmt":"2026-05-07T01:25:33","slug":"anthropic-is-letting-claude-agents-dream-so-they-dont-sleep-on-the-job","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ai\/30380\/","title":{"rendered":"Anthropic is letting Claude agents ‘dream’ so they don’t sleep on the job"},"content":{"rendered":"

Anthropic PBC<\/a> said today it\u2019s giving its AI agents the ability to \u201cdream\u201d and remember past interactions and work they\u2019ve performed in order that they can identify recurring mistakes and improve over time.<\/p>\n

In an update<\/a> announced at the Code with Claude<\/a> developer conference, Anthropic said it\u2019s giving Claude Managed Agents a new \u201cdreaming\u201d capability. It\u2019s not putting its artificial intelligence agents to bed, but instead allowing them to go over recent events and identify useful memories that are worth storing in their memory to inform future tasks and interactions.<\/p>\n

Anthropic\u2019s Managed Agents give developers an alternative to building AI agents directly on the Messages API. The company describes it as a \u201cpre-built, configurable agent harness\u201d that runs on fully-managed infrastructure, and says it\u2019s intended for situations where multiple agents are working on the same project or task over a period of minutes or hours.<\/p>\n

As for dreaming, this is a scheduled process that allows agents to review earlier sessions and their memory stores, extract patterns from them, and then curate memories that could be useful in future. Users can decide how often they want their agents to dream, and they can also choose if the agent is allowed to update its memory automatically, or if they want to review what changes are made before they\u2019re implemented.<\/p>\n

It\u2019s an interesting capability because large language models like Claude struggle with limited context windows, which means that important information can be lost when the agents they power are working on lengthy tasks. In basic chatbots, most models use a process known as \u201ccompaction,\u201d where they periodically analyze lengthy conversations and try to identify only the most relevant information to be retained as context. But that process is limited to single conversations with single agents.<\/p>\n

Dreaming, on the other hand, enables past sessions and memory stores to be analyzed across multiple AI agents, so they can all retain the most important memories.<\/p>\n

\"\"<\/p>\n

\u201cDreaming surfaces patterns that a single agent can\u2019t see on its own, including recurring mistakes, workflows that agents converge on, and preferences shared across a team,\u201d Anthropic explained in a blog post. \u201cIt also restructures memory so it stays high-signal as it evolves. This is especially useful for long-running work and multiagent orchestration.\u201d<\/p>\n

Outcomes and multi-agent orchestration<\/p>\n

The dreaming ability is currently in research preview, which means that developers will need to request access to the new feature and may have to wait before they\u2019re approved. However, the company said it\u2019s also making two features that were formerly in preview more widely available from today.<\/p>\n

The first of those is \u201coutcomes,\u201d which is a new trick that\u2019s designed to help AI agents focus on their intent. As Anthropic explains, \u201cagents do their best work when they know what \u2018good\u2019 looks like,\u201d and outcomes makes it possible to show them with specific examples.<\/p>\n

Users can create an example of an ideal outcome for each task they assign to an AI agent. Then, a separate \u201cgrader agent\u201d will evaluate the agent\u2019s outputs based on that example to make sure they\u2019re up to the standard expected. According to Anthropic, this feature should be especially useful for agents working on tasks that require \u201cmore attention to detail and exhaustive coverage.\u201d It should also be useful for work where the quality of the outputs is more subjective, such as when an agent is trying to replicate a brand\u2019s voice in a blog or social media post.<\/p>\n

Anthropic said its own tests and early adopters show that using outcomes improves task success by as much as 10 points compared to just using standard prompts, without any examples.<\/p>\n

\"\"<\/p>\n

The second new feature being made widely available today is \u201cmulti-agent orchestration,\u201d which allows Managed Agents to break down complex tasks into smaller jobs, and have a lead agent assign them to different sub-agents. When users do this, they\u2019ll be able to check the Claude Console to see exactly what each sub-agent did to complete a task and carefully review each one\u2019s processes and outputs.<\/p>\n

These new features are now available in the public beta of Managed Agents. In a final update, the company said it\u2019s also doubling the current five-hour usage limits for Pro and Max subscribers, so they now get 10 hours.<\/p>\n

Main image: SiliconANGLE\/Microsoft Designer<\/p>\n

Support our mission to keep content open and free by engaging with theCUBE community. Join theCUBE\u2019s Alumni Trust Network, where technology leaders connect, share intelligence and create opportunities.<\/p>\n

15M+ viewers of theCUBE videos, powering conversations across AI, cloud, cybersecurity and more
\n11.4k+ theCUBE alumni \u2014 Connect with more than 11,400 tech and business leaders shaping the future through a unique trusted-based network.<\/p>\n

About SiliconANGLE Media<\/p>\n

SiliconANGLE Media is a recognized leader in digital media innovation, uniting breakthrough technology, strategic insights and real-time audience engagement. As the parent company of SiliconANGLE<\/a>, theCUBE Network<\/a>, theCUBE Research<\/a>, CUBE365<\/a>, theCUBE AI<\/a> and theCUBE SuperStudios \u2014 with flagship locations in Silicon Valley and the New York Stock Exchange \u2014 SiliconANGLE Media operates at the intersection of media, technology and AI.<\/p>\n

Founded by tech visionaries John Furrier and Dave Vellante, SiliconANGLE Media has built a dynamic ecosystem of industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations.<\/p>\n","protected":false},"excerpt":{"rendered":"Anthropic PBC said today it\u2019s giving its AI agents the ability to \u201cdream\u201d and remember past interactions and…\n","protected":false},"author":2,"featured_media":30381,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[53,19722,923,396],"class_list":{"0":"post-30380","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-anthropic","8":"tag-anthropic","9":"tag-anthropic-is-letting-claude-agents-dream-so-they-dont-sleep-on-the-job","10":"tag-mike-wheatley","11":"tag-siliconangle"},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/30380","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/comments?post=30380"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/30380\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media\/30381"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media?parent=30380"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/categories?post=30380"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/tags?post=30380"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}