Scheduled Agents, Dreaming and Q&A: Claude Managed Agents (Part 3 of 4) — Anthropic

Agents on a schedule, fan-out across sessions, and a research preview that improves memory from past runs. NEXT UP: AI ENGINEER CODE SUMMIT Join us in SF for the second annual AIE CODE Summit, Nov 10–12, our last flagship summit of 2026. Applications live now: https://aie.codes Gabe Cemaj fans one request out into a session per company with a custom tool, sets up deployments that run an agent on a schedule, and demos Dreaming, a research preview that reviews 30 days of past sessions to improve a memory store. The Q&A covers observability, 10-hour sessions and compaction, workspaces for tenancy and access, skills vs multi-agent, how this relates to Claude Code, Claude Platform on AWS, scaling and on-prem. This is part 3 of 4 of the Claude Managed Agents workshop from Anthropic. In this video: • Multi-session fan-out with a custom tool • Deployments: agent plus schedule plus resources • Dreaming: improving memory from past sessions (research preview) • Workspaces as the tenancy and access boundary SPEAKERS Priyanka Phatak, Member of Technical Staff, Anthropic (leads the Claude Managed Agents engineering team) Gabe Cemaj, Member of Technical Staff, Anthropic GitHub: https://github.com/gcemaj LINKS Claude Managed Agents docs: https://platform.claude.com/docs/en/managed-agents/overview Scaling Managed Agents: Decoupling the brain from the hands: https://www.anthropic.com/engineering/managed-agents CHAPTERS 0:00 Multi-session orchestration demo 1:01 Deployments: scheduled sessions 2:54 Dreaming research preview 4:40 Q&A: telemetry and observability 5:59 Q&A: long-running agents and compaction 6:43 Q&A: orchestration topologies 7:46 Q&A: RBAC and workspaces 8:53 Q&A: deployments vs memory 9:38 Q&A: defining a harness, evals 11:17 Q&A: skills vs multi-agent 12:57 Q&A: dreaming and evals 15:07 Q&A: relation to Claude Code 17:14 Q&A: AWS, models, multi-tenancy 20:09 Q&A: scaling and rate limits 21:09 Q&A: shipping to customers at scale 23:13 Q&A: new model support 23:44 Q&A: Cowork vs managed agents 25:18 Q&A: on-prem for enterprises Recorded at the AI Engineer World's Fair 2026 in San Francisco. Subscribe for more talks from the engineers building with AI. AI Engineer: https://ai.engineer YouTube: https://www.youtube.com/@aiDotEngineer X: https://x.com/aiDotEngineer LinkedIn: https://www.linkedin.com/company/aidotengineer/ #Claude #AIAgents #AIEngineer