New Framework Pushes Agent Orchestration Beyond 'Operations'
A new technical essay argues that most multi-agent frameworks are incomplete, only handling basic operations like task assignment. It proposes applying the Viable System Model (VSM) to build more holistic systems that also formally manage intelligence, coordination, governance, and policy to achieve true viability at scale.
The Viable System Model (VSM) originates from the work of British cybernetician Stafford Beer, who developed it as a framework for understanding and designing resilient, autonomous organizations. Its core idea is that for any system to be "viable"—capable of independent survival in a changing environment—it must possess five distinct but interconnected subsystems responsible for operations, coordination, control, intelligence, and overall policy. This structure is recursive, meaning each viable system can be composed of smaller, nested viable systems, a concept that maps well to scalable agent architectures. Current multi-agent frameworks, such as LangChain or CrewAI, primarily provide powerful tools for the operational layer (System 1 in VSM), excelling at task decomposition and execution. However, they often lack the formal, built-in structures for the other four functions that VSM mandates for true viability, forcing developers to build custom and often brittle solutions for coordination, strategic planning, and governance as complexity grows. Applying VSM offers a battle-tested blueprint for these higher-order functions, moving beyond simple, sequential workflows. For a CTO in Beijing, this architectural pattern offers a path to competitive advantage in a rapidly expanding market. China's AI agent market is projected to grow at a CAGR of 50.8% between 2026 and 2033, yet commercial adoption lags the US due to infrastructure and budget challenges. Building more robust, adaptable, and governable agent systems could unlock new value and drive deeper market penetration, which currently sits at 17.7% despite a user base of 250 million. As local giants like Baidu, Alibaba, and ByteDance, alongside startups such as Manus and DeepSeek, intensify competition, differentiation will shift from pure capability to reliability and sophisticated coordination. The Chinese government is also shaping the landscape with regulations focused on algorithmic recommendation and generative AI, making auditable governance—a core component of the VSM's policy and control functions—not just an architectural choice but a market necessity.
