Notes from the panel.

Technical writing on mixture-of-agents orchestration — how it works, when it wins, and what it costs. Plain answers, no hype.

The BYOK cost math: what running a 4-model panel actually costs

A worked example — four proposers, a critique layer, and a judge — priced in provider tokens, next to a single call.

An honest decision guide to where multi-model panels earn their cost — and where a single model is simply the right call.

Proposers, layers, and an aggregator: the architecture behind MoA, why cross-critique beats majority voting, and when to skip it.

Create a free account, generate an API key, and run your first mixture in minutes — or watch it work in the playground first. BYOK from day one.