Interactive explainer of expert specialization: a four-stage feedback loop between router and experts, and a training slider that shows three experts drifting from an even mix of tokens to clear niches.

The loop that creates specialists
Specialization feedback loop Router sends the tokenTop-8 only Chosen expert practicesOthers learn nothing That expert improvesSkill follows the diet Router raises its scoreGood help, higher score Balance ruleSpreads the work
Click a stage of the loop for the plain-English version.
Watch it happen
Fresh start: nearly even, with tiny random leanings
Each card: the mix of token types that expert receives.