Mixture of Experts Routing
Route each request to one or more domain-expert agents, where each expert holds deep capability in a narrow area.
Intent & Description
π― Intent
Route each request to one or more domain-expert agents, where each expert holds deep capability in a narrow area.
π Context
A team is building one agent that serves users across several substantially different professional domains β for example legal questions, medical questions, financial planning, and technical support. Each of these domains has its own vocabulary, its own authoritative sources, and its own conventions for what a good answer looks like. A single shared prompt cannot credibly carry deep expertise in all of them at once because the prompt budget and the model’s attention are finite.
π‘ Solution
Define experts (specialised system prompts, tool palettes, possibly fine-tuned models). A router classifies queries by domain. Route to one expert (top-1) or to multiple experts whose outputs are aggregated. Distinct from standard routing by emphasising deep specialisation per expert.
Real-world Use Case
- Users in specialist domains feel under-served by a generalist agent.
- Domain experts can be defined with their own prompts, tools, or fine-tuned models.
- A router can classify queries by domain reliably enough to dispatch.
Source
Advantages
- Depth per domain.
- Independent expert evolution.
Disadvantages
- Domain count grows expert maintenance linearly.
- Cross-domain queries fall through cracks.