--- title: "claude managed agents official" source: newsletter source_url: https://claude.com/blog/new-in-claude-managed-agents source_feed: TLDR AI (newsletter) ingested: 2026-05-08 review_value: 7 review_confidence: 7 review_verdict: strong stars: 4 sha256: 2e9b7021dacb284f type: raw created: 2026-05-10 updated: 2026-05-10 tags: [claude] --- [](https://claude.com) * Meet Claude Products * [Claude](/product/overview) * [Claude Code](/product/claude-code) * [Claude Cowork](/product/cowork) * [Claude Security](/product/claude-security) Features * [Claude for Chrome](/claude-for-chrome) * [Claude for Slack](/claude-for-slack) * [Claude for Microsoft 365](/claude-for-microsoft-365) * [Skills](/skills) Models * [Opus](https://www.anthropic.com/claude/opus) * [Sonnet](https://www.anthropic.com/claude/sonnet) * [Haiku](https://www.anthropic.com/claude/haiku) * Platform * [Overview](/platform/api) * [Developer docs](https://platform.claude.com/docs) * [Pricing](http://claude.com/pricing#api) * [Console login](https://platform.claude.com/) * Solutions Use cases * [AI agents](/solutions/agents) * [Coding](/solutions/coding) Departments * [Security](/solutions/security) Industries * [Customer support](/solutions/customer-support) * [Education](/solutions/education) * [Financial services](/solutions/financial-services) * [Government](/solutions/government) * [Healthcare](/solutions/healthcare) * [Life sciences](/solutions/life-sciences) * [Nonprofits](/solutions/nonprofits) * Pricing * [Overview](/pricing) * [API](/pricing#api) Plans * [Pro](/pricing/pro) * [Max](/pricing/max) * [Team](/pricing/team) * [Enterprise](/pricing/enterprise) * Resources Insights * [Blog](/blog) * [Customer stories](/customers) * [Anthropic news](https://www.anthropic.com/news) Learn * [Anthropic Academy](https://www.anthropic.com/learn) * [Courses](/resources/courses) * [Tutorials](/resources/tutorials) * [Use cases](/resources/use-cases) Tools * [Connectors](/connectors) * [Plugins](/plugins) Connect * [Events](https://www.anthropic.com/events) * [Community](/community) * [Login](https://claude.ai/login) * Contact sales [Contact sales](/contact-sales)Contact sales * Try Claude [Try Claude](https://claude.ai/)Try Claude * Contact sales [Contact sales](/contact-sales)Contact sales * Try Claude [Try Claude](https://claude.ai/)Try Claude * Contact sales [Contact sales](/contact-sales)Contact sales * Try Claude [Try Claude](https://claude.ai/)Try Claude * Contact sales [Contact sales](/contact-sales)Contact sales * Try Claude [Try Claude](https://claude.ai/)Try Claude * Meet Claude Products * [Claude](/product/overview) * [Claude Code](/product/claude-code) * [Claude Cowork](/product/cowork) * [Claude Security](/product/claude-security) Features * [Claude for Chrome](/claude-for-chrome) * [Claude for Slack](/claude-for-slack) * [Claude for Microsoft 365](/claude-for-microsoft-365) * [Skills](/skills) Models * [Opus](https://www.anthropic.com/claude/opus) * [Sonnet](https://www.anthropic.com/claude/sonnet) * [Haiku](https://www.anthropic.com/claude/haiku) * Platform * [Overview](/platform/api) * [Developer docs](https://platform.claude.com/docs) * [Pricing](http://claude.com/pricing#api) * [Console login](https://platform.claude.com/) * Solutions Use cases * [AI agents](/solutions/agents) * [Coding](/solutions/coding) Departments * [Security](/solutions/security) Industries * [Customer support](/solutions/customer-support) * [Education](/solutions/education) * [Financial services](/solutions/financial-services) * [Government](/solutions/government) * [Healthcare](/solutions/healthcare) * [Life sciences](/solutions/life-sciences) * [Nonprofits](/solutions/nonprofits) * Pricing * [Overview](/pricing) * [API](/pricing#api) Plans * [Pro](/pricing/pro) * [Max](/pricing/max) * [Team](/pricing/team) * [Enterprise](/pricing/enterprise) * Resources Insights * [Blog](/blog) * [Customer stories](/customers) * [Anthropic news](https://www.anthropic.com/news) Learn * [Anthropic Academy](https://www.anthropic.com/learn) * [Courses](/resources/courses) * [Tutorials](/resources/tutorials) * [Use cases](/resources/use-cases) Tools * [Connectors](/connectors) * [Plugins](/plugins) Connect * [Events](https://www.anthropic.com/events) * [Community](/community) * [Login](https://claude.ai/login) * Contact sales [Contact sales](/contact-sales)Contact sales * Try Claude [Try Claude](https://claude.ai/)Try Claude * Contact sales [Contact sales](/contact-sales)Contact sales * Try Claude [Try Claude](https://claude.ai/)Try Claude 1. Blog [Blog](/blog) / 2. New in Claude Managed Agents: dreaming, outcomes, and multiagent orchestration Explore here * Ask questions about this page * Copy as markdown # New in Claude Managed Agents: dreaming, outcomes, and multiagent orchestration * Category [Product announcements](https://claude.com/blog/category/announcements) * Product Claude Platform * Date May 6, 2026 * Reading time 5 min * Share Copy link https://claude.com/blog/new-in-claude-managed-agents Today we're launching dreaming in Claude Managed Agents as a research preview. Dreaming extends [memory](https://claude.com/blog/claude-managed-agents-memory) by reviewing past sessions to find patterns and help agents self-improve. We're also making outcomes, multiagent orchestration, and webhooks available to developers building with Managed Agents. Together, these updates make agents more capable at handling complex tasks with minimal steering. ## **Build self-improving agents with dreaming** [Dreaming](https://platform.claude.com/docs/en/managed-agents/dreams) is a scheduled process that reviews your agent sessions and memory stores, extracts patterns, and curates memories so your agents improve over time. You decide how much control you want: dreaming can update memory automatically, or you can review changes before they land. Dreaming surfaces patterns that a single agent can’t see on its own, including recurring mistakes, workflows that agents converge on, and preferences shared across a team. It also restructures memory so it stays high-signal as it evolves. This is especially useful for long-running work and multiagent orchestration. Together, memory and dreaming form a robust memory system for self-improving agents. Memory lets each agent capture what it learns _as it works_. Dreaming refines that memory _between sessions_ , pulling shared learnings across agents and keeping it up-to-date. Dreaming is available in Managed Agents on the Claude Platform; developers can [request access here](https://claude.com/form/claude-managed-agents). ## **Deliver better outcomes** With [outcomes](https://platform.claude.com/docs/en/managed-agents/define-outcomes), you write a rubric describing what success looks like and the agent works toward it. A separate grader evaluates the output against your criteria in its own context window, so it isn't influenced by the agent's reasoning. When something isn't right, the grader pinpoints what needs to change and the agent takes another pass. Agents do their best work when they know what "good" looks like. For example, a structural framework, a presentation standard, or a set of requirements that need to be met. With outcomes, agents can check their work against that bar and self-correct until the output is good enough, without a human needing to review each attempt. Outcomes is particularly useful for tasks that require attention to detail and exhaustive coverage. It also works for subjective quality, like whether copy matches a brand voice or a design follows visual guidelines. In testing, outcomes improved task success by up to 10 points over a standard prompting loop, with the largest gains on the hardest problems. Outcomes also improved file generation quality, with +8.4% task success on docx and +10.1% on pptx in our internal benchmarks. You can also now define an outcome, let the agent run, and get notified by a [webhook](http://platform.claude.com/docs/en/managed-agents/webhooks) when it's done. ## **Handle complex tasks with multiple agents** When there is too much work for a single agent to do well, [multiagent orchestration](https://platform.claude.com/docs/en/managed-agents/multi-agent) lets a lead agent break the job into pieces and delegate each one to a specialist with its own model, prompt, and tools. For example, a lead agent can run an investigation while subagents fan out through deploy history, error logs, metrics, and support tickets. These specialists work in parallel on a shared filesystem and contribute to the lead agent's overall context. The lead agent can check back in with other agents mid-workflow because events are persistent and every agent remembers what it's done. You can also trace every step in the [Claude Console](https://platform.claude.com/): which agent did what, in what order, and why, giving you full visibility into how your task was delegated and executed. ## **What teams are building** Teams are using dreaming, outcomes, and multiagent orchestration to ship agents that verify their own work, learn across sessions, and parallelize complex jobs: * [Harvey](https://www.harvey.ai/) uses Managed Agents to coordinate complex legal work like long-form drafting and document creation. With dreaming, their agents remember what they learned between sessions, including filetype workarounds and tool-specific patterns. Completion rates went up ~6x in their tests. * Netflix's platform team built an analysis agent that processes logs from hundreds of builds across different sources. With changes that affect thousands of applications, what matters is finding the issues that recur across many of them. Multiagent orchestration lets the agent analyze batches in parallel and surface only the patterns worth acting on. * [Spiral](http://writewithspiral.com/) by Every is using multiagent orchestration and outcomes to power the writing agent behind their new API and CLI. The lead agent runs on [Haiku](https://www.anthropic.com/claude/haiku): it fields incoming requests, poses quick follow-up questions when needed, then delegates the drafting to subagents running on [Opus](https://www.anthropic.com/claude/opus). When a user asks for multiple drafts, the subagents run in parallel. Writing quality is Spiral's core value, so they use outcomes to enforce it. Each draft is scored against a rubric of Every's editorial principles and the user's voice, both pulled from memory. Only drafts that clear the bar are returned. * [Wisedocs](https://www.wisedocs.ai/blogs/building-managed-agents-for-document-verification) built a document quality check agent on Managed Agents, using outcomes to grade each review against their internal guidelines. Reviews now run 50% faster, while staying aligned with their team's standards. No items found. PrevPrev 0/5 NextNext eBook ## ## **Getting started** Dreaming is available in research preview, outcomes, multiagent orchestration, and memory are available in public beta as part of Managed Agents. To get started with dreaming, request access [here](https://claude.com/form/claude-managed-agents). Explore our [documentation](https://platform.claude.com/docs/en/managed-agents/overview) to learn more or visit the [Claude Console](https://platform.claude.com/) to deploy your first agent. FAQ No items found. ## Related posts Explore more product news and best practices for teams building with Claude. May 7, 2026 ### Collaborate with Claude across Excel, PowerPoint, Word and Outlook Product announcements Collaborate with Claude across Excel, PowerPoint, Word and Outlook Collaborate with Claude across Excel, PowerPoint, Word and Outlook [Collaborate with Claude across Excel, PowerPoint, Word and Outlook ](/blog/collaborate-with-claude-across-excel-powerpoint-word-and-outlook)Collaborate with Claude across Excel, PowerPoint, Word and Outlook Apr 30, 2026 ### Claude Security is now in public beta Product announcements Claude Security is now in public betaClaude Security is now in public beta [Claude Security is now in public beta](/blog/claude-security-public-beta)Claude Security is now in public beta Apr 23, 2026 ### New connectors in Claude for everyday life Product announcements New connectors in Claude for everyday lifeNew connectors in Claude for everyday life [New connectors in Claude for everyday life](/blog/connectors-for-everyday-life)New connectors in Claude for everyday life Sep 11, 2025 ### Bringing memory to Claude Product announcements Bringing memory to ClaudeBringing memory to Claude [Bringing memory to Claude](/blog/memory)Bringing memory to Claude ## Transform how your organization operates with Claude See pricing [See pricing](https://claude.com/pricing#api)See pricing Contact sales [Contact sales](https://claude.com/contact-sales)Contact sales Get the developer newsletter Product updates, how-tos, community spotlights, and more. Delivered monthly to your inbox. SubscribeSubscribe Please provide your email address if you'd like to receive our monthly developer newsletter. You can unsubscribe at any time. Thank you! You’re subscribed. Sorry, there was a problem with your submission, please try again later. [Homepage](https://claude.com)Homepage NextNext Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Write Button TextButton Text Learn Button TextButton Text Code Button TextButton Text Write * Help me develop a unique voice for an audience Hi Claude! Could you help me develop a unique voice for an audience? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! * Improve my writing style Hi Claude! Could you improve my writing style? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! * Brainstorm creative ideas Hi Claude! Could you brainstorm creative ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Learn * Explain a complex topic simply Hi Claude! Could you explain a complex topic simply? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! * Help me make sense of these ideas Hi Claude! Could you help me make sense of these ideas? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! * Prepare for an exam or interview Hi Claude! Could you prepare for an exam or interview? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! Code * Explain a programming concept Hi Claude! Could you explain a programming concept? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! * Look over my code and give me tips Hi Claude! Could you look over my code and give me tips? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! * Vibe code with me Hi Claude! Could you vibe code with me? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to— like Google Drive, web search, etc.—if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can—an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. Thanks for your help! More * Write case studies This is another test * Write grant proposals Hi Claude! Could you write grant proposals? If you need more information from me, ask me 1-2 key questions right away. If you think I should upload any documents that would help you do a better job, let me know. You can use the tools you have access to — like Google Drive, web search, etc. — if they’ll help you better accomplish this task. Do not use analysis tool. Please keep your responses friendly, brief and conversational. Please execute the task as soon as you can - an artifact would be great if it makes sense. If using an artifact, consider what kind of artifact (interactive, visual, checklist, etc.) might be most helpful for this specific task. 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