{"type":"post","id":"dreaming-with-a-dynamic-workflow-9b7927","slug":"dreaming-with-a-dynamic-workflow-9b7927","title":"Dreaming with a dynamic workflow","description":"Anthropic’s Claude Cookbook shows how to build a background workflow that turns completed Claude Managed Agents sessions into a linked, searchable memory store for future runs.","retrieval_nugget":"Anthropic’s Claude Cookbook shows how to build a background workflow that turns completed Claude Managed Agents sessions into a linked, searchable memory store for future runs. The recipe makes agent memory an updateable workflow rather than a larger prompt, and includes example cost, runtime, setup, and data-handling constraints.","published_at":"2026-11-05","updated_at":"2026-11-05","record_date":"2026-11-05","date_kind":"published_at","topics":["claude","anthropic","agent-memory"],"entities":["Anthropic","Claude Managed Agents","Claude Cookbook","Claude Sonnet 5.5","Claude Haiku 5.5"],"related_patterns":["company-memory-needs-write-loops"],"novelty_label":"new_fact","what_changed":"The cookbook adds a hands-on dynamic-workflow implementation of Managed Agents dreaming, including transcript loading, wiki-style memory updates, and a nightly cron option.","prior_refs":["memory:b1633ecc-4841-8cde-ad95-4afab957a47e","memory:eae3831d-05eb-8bb6-a50d-62eef154f94e","memory:05517433-e994-8cf7-a58c-a4cd6c035edf"],"source_url":"https://platform.claude.com/cookbook/managed-agents-cma-dreaming-with-a-dynamic-workflow","source_urls":["https://platform.claude.com/cookbook/managed-agents-cma-dreaming-with-a-dynamic-workflow"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:dreaming-with-a-dynamic-workflow-9b7927","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/dreaming-with-a-dynamic-workflow-9b7927/","markdown":"https://newruntime.com/posts/dreaming-with-a-dynamic-workflow-9b7927.md","json":"https://newruntime.com/posts/dreaming-with-a-dynamic-workflow-9b7927.json"},"next_reads":[{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"type":"topic","path":"/topics/anthropic/","url":"https://newruntime.com/topics/anthropic/","title":"Anthropic","reason":"Explore the anthropic topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/anthropic.md","json_url":"https://newruntime.com/topics/anthropic.json"},{"type":"topic","path":"/topics/agent-memory/","url":"https://newruntime.com/topics/agent-memory/","title":"Agent Memory","reason":"Explore the agent-memory topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-memory.md","json_url":"https://newruntime.com/topics/agent-memory.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}