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TwilioJesse Sumrak, Luke Morgan10 min readintermediate

What is AI agent orchestration? How it works in 2026

Read on twilio.com

Summary

AI agent orchestration is the coordination layer that routes requests, shares state, resolves conflicts, and escalates to humans across multiple AI agents. Twilio’s Conversation Orchestrator and Agent Connect implement these functions with rule‑based routing, semantic memory recall, and sub‑second handoff latency.

  • Orchestration handles routing, shared memory, conflict resolution, and human escalation for multi‑agent AI workflows.
  • Twilio Conversation Orchestrator provides a unified conversation record with rule‑based routing and a Recall API that uses semantic search for persistent memory.
  • Conflict resolution updates the most recent observation in the customer profile; identity resolution selects the correct profile when identifiers overlap.
  • Agent Connect hand‑off payloads enable human or agent transfers with median latency ~0.5 s (p95 ~0.71 s) via Conversation Relay.

Engineers building multi‑agent AI or contact‑center systems need concrete guidance on routing, memory, and handoff mechanisms.

6/10
llmorchestrationconversationcustomer support

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