Claude Managed Agents Q&A: Evals, CI/CD and Multi-Tenancy (Part 4 of 4) — Anthropic

How to version agent configs, isolate customers, add GPUs and keep a long-running agent responsive. 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 The workshop closes with audience Q&A for Priyanka Phatak and Gabe Cemaj: syncing agent configs in CI/CD with the ant CLI, what happens when you message an agent waiting on a custom tool, how Anthropic runs evals, sharing resources across a workspace, code-review agents, tenant isolation, GPUs via self-hosted sandboxes, modeling a multiplayer Slack agent, and a coordinator pattern that keeps the main agent free while a subagent handles custom tools. This is part 4 of 4 of the Claude Managed Agents workshop from Anthropic. In this video: • Keeping agent definitions in YAML and syncing them in CI/CD • Isolating tenants by workspace, org or session metadata • Self-hosted sandboxes for GPUs and extra memory • A coordinator pattern for custom tools 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 Q&A: CI/CD for agent configs 1:10 Q&A: messages during custom tool waits 2:06 Q&A: other workshop repos 2:45 Q&A: Anthropic's eval practices 4:42 Q&A: sharing resources across an org 6:29 Q&A: reviewing agent-written code 8:48 Q&A: tenant isolation 9:54 Q&A: one agent, many customers 12:10 Q&A: custom compute and GPUs 13:20 Q&A: a multiplayer Slack agent 14:34 Q&A: very long-running sessions 16:30 Q&A: coordinator pattern for custom tools 18:30 Closing 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