one move: make an operational decision
Integrate the frontier subsystems into one inspectable routing summary: count tokens, record expert capacity, and show deterministic token assignments. In the Final Knowledge Intelligence System system, implement this level as a deterministic contract before composing it with the next service.
def pipeline_summary(tokens, expert_count):
return {'tokens': ..., 'experts': ..., 'routed': [...]}