1）Designing the overall multi-agent architecture, including agent roles, collaboration logic, context management, and system boundaries 2）Leading tech selection for LLMs, vector/context stores, agent frameworks, orchestration solutions, and integration with existing applications 3）Ensuring the proposed solution is robust, scalable, and aligned with enterprise standards for data security and operationalization 4）Bridging business requirements with technical implementation to accelerate delivery 5）Translating business scenarios (supply chain planning, pre-allocation, capacity check, exception handling) into feasible agent architecture 关键要求： 1.