From agent zoo to agent orchestra: The benefits of Temporal as your enterprise agentic control plane

Running AI agents in production exposes serious gaps: LLM timeouts, conflicting agent actions, runaway costs, and zero auditability. Temporal addresses these by providing durable workflow execution as an enterprise-grade control plane for agentic systems. Key capabilities covered include: human-in-the-loop approval gates via Signals, workflow isolation to prevent conflicting agent writes, full execution history for auditing and debugging, versioning APIs for safe in-flight migrations, retry and cost controls at the activity level, and Temporal Nexus for cross-team agent coordination. Four agent patterns are discussed — conversational, event-stream, ambient, and multi-agent — each mapped to specific Temporal primitives that handle their unique requirements.