Why it matters

Specialists shape multi-agent quality. Understanding shapes design.

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The architecture

Narrow prompt.

Domain-specific tools.

Domain fine-tune if needed.

Specialist designFocused promptnarrow scopeDomain toolscurated setOptional fine-tunedomain dataSpecialists work best with narrow, well-defined scope + relevant tools
Specialist.
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How it works end to end

Prompt: constrain to domain.

Tools: only domain-relevant.

Evaluation: domain benchmarks.

Fine-tune for high-value.