Selective Specialization How To Architect Agents That Hold Up In Production

Splitting a voice agent into specialists can create errors when each specialist sees only part of a conversation. ElevenLabs' architecture guide illustrates this with a hypothetical negotiation agent offering terms that a separate compliance agent would reject. Its recommendation is to keep the live conversation in one continuous context and consult checks or account lookups before making commitments.

Independent work offers a stronger case for multiple agents. Separate reviewers can assess completed call transcripts for different quality criteria without interrupting a caller. The guide therefore recommends dividing work according to its dependencies: preserve shared context for tightly connected decisions, and specialize where tasks can proceed independently.