--- title: Lamis Mukta - Learning while you sleep: Beyond memory to... description: A talk by an Anthropic engineer covering the evolution of context engineering for AI agents, from simple Claude MD files to autonomous memory systems modeled... canonical: https://daily.dev/posts/id0bgm6ce twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Lamis Mukta - Learning while you sleep: Beyond memory to dreaming - AI Native DevCon June 2026 | daily.dev og:description: A talk by an Anthropic engineer covering the evolution of context engineering for AI agents, from simple Claude MD files to autonomous memory systems modeled... og:url: https://daily.dev/posts/id0bgm6ce og:image: https://api.daily.dev/og/posts/ID0bGM6cE.png og:image:alt: Post cover image og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Lamis Mukta - Learning while you sleep: Beyond memory to dreaming - AI Native DevCon June 2026 **[Agentic Engineering](https://daily.dev/sources/agentic)** · [@idoshamun](https://daily.dev/idoshamun) · 3 upvotes · 1 comments ## Summary A talk by an Anthropic engineer covering the evolution of context engineering for AI agents, from simple Claude MD files to autonomous memory systems modeled as file systems. Key production challenges discussed include concurrency (hash-based conflict resolution), versioning, permissioning, and memory staleness. The talk introduces 'dreaming' — an out-of-band, asynchronous batch process where a dedicated agent fleet reviews session transcripts, identifies cross-session failure patterns, and proposes updates to the shared memory store. This separates memory curation from task execution, giving agents broader visibility and dedicated token budget for self-improvement. Practical design principles for scaling these systems to large multi-agent fleets are covered throughout. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 1 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments - [CNCF Unveils Schedule for KubeCon \+ CloudNativeCon Europe 2026](https://daily.dev/posts/cncf-unveils-schedule-for-kubecon-cloudnativecon-europe-2026-ikhcoa5cb) · CNCF · 2 upvotes · 0 comments - [CNCF Debuts KubeCon \+ CloudNativeCon Japan 2026 Schedule](https://daily.dev/posts/cncf-debuts-kubecon-cloudnativecon-japan-2026-schedule-xp5pyudub) · CNCF · 1 upvotes · 0 comments --- Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#claude](https://daily.dev/tags/claude), [#context-engineering](https://daily.dev/tags/context-engineering) [View this post on daily.dev](https://daily.dev/posts/id0bgm6ce) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"DiscussionForumPosting","mainEntityOfPage":"https://daily.dev/posts/id0bgm6ce","headline":"Lamis Mukta - Learning while you sleep: Beyond memory to dreaming - AI Native DevCon June 2026","text":"Shared: Lamis Mukta - Learning while you sleep: Beyond memory to dreaming - AI Native DevCon June 2026","url":"https://daily.dev/posts/id0bgm6ce","datePublished":"2026-07-17T04:35:07.607Z","dateModified":"2026-07-17T08:21:53.682Z","author":{"@type":"Person","name":"Ido Shamun","url":"https://daily.dev/idoshamun","image":"https://media.daily.dev/image/upload/s---xy_OAwk--/f_auto,q_auto/v1703781380/avatars/avatar_28849d86070e4c099c877ab6837c61f0","description":"I'm to blame if something goes wrong here 🙈","worksFor":{"@type":"Organization","name":"daily.dev","logo":"https://daily-now-res.cloudinary.com/image/upload/s--MASZOhnv--/f_auto/v1614088267/landing/Daily.dev_logo"},"interactionStatistic":{"@type":"InteractionCounter","interactionType":{"@type":"EndorseAction"},"userInteractionCount":180440}},"image":"https://media.daily.dev/image/upload/s--0_ODbtD2--/f_auto/v1722860399/public/Placeholder%2008","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":3},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":1}],"sharedContent":{"@type":"WebPage","url":"https://api.daily.dev/r/LwrQyyRPM"},"isPartOf":{"@type":"WebPage","url":"https://daily.dev/squads/agentic","name":"Agentic Engineering"}} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Agentic Engineering","item":"https://daily.dev/squads/agentic"},{"@type":"ListItem","position":3,"name":"Lamis Mukta - Learning while you sleep: Beyond memory to dreaming - AI Native DevCon June 2026"}]} ```