With the Gnu intelligent agent as the dispatching center, a five-step closed loop of "automatic demand decomposition → intelligent matching → pre-exit proactive matching → AI interview → multi-role collaboration" is implemented, achieving the leap from manual negotiation to human-machine collaboration.