Industry Insights: From Layer 2/3 Switching to All-Optical AI Computing – This Is the Ultimate Enterprise Network

In today's rapidly advancing digital economy, with the widespread adoption of large AI models and the deepening of the "East Data, West Computing" strategy, enterprise digital intelligence transformation is no longer an option—it's a matter of survival. At the heart of this shift lies the enterprise network, undergoing a disruptive evolution.

Traditional 2/3-layer Ethernet
In the early stages of a startup and during initial digital transformation, Layer 2/3 switching networks are the backbone. Their core function is straightforward: meet basic connectivity needs within the enterprise, such as employee internet access, simple file transfers, and printer connections.
This network architecture is simple and low-cost, meeting basic "functional" requirements. However, it has clear limitations: limited bandwidth, single-functionality, no business isolation, and a high risk of loop failures.
All-Optical Multi-Service Sliced Network
As enterprises expand, adding branches and business types while running multiple parallel workloads—office operations, production, monitoring, and voice—the limitations of Layer 2/3 switching networks become evident: all traffic shares a single "lane," causing interference. This frequently leads to video lag in monitoring and interruptions in production data transmission.
Multi-service sliced networks have emerged as a solution. Their core advantage is "service slicing"—dividing a single physical network into multiple independent logical channels, with each service type using its own channel. This从根本上 eliminates service interference at the source.
All-optical intelligent computing network enhanced with AI
As AI large-model training, interconnection of 10,000-card intelligent computing clusters, and cross-region compute scheduling become core requirements for many large enterprises and tech companies, the latency and bandwidth of multi-service slice networks can no longer meet these high-end demands—much like trying to run a high-speed train on an ordinary highway; no matter how hard you try, you won't achieve the expected efficiency.
The All-Optical Intelligent Computing Network is designed to solve this pain point. Its core—"all-optical switching + computing synergy"—delivers unmatched advantages: ultra-low latency, massive bandwidth, and intelligent scheduling.
If the first two generations of networks were "communication tools," the all-optical intelligent computing network is the "core engine" for enterprise digital transformation. Its essence is empowerment—helping enterprises seize the initiative in the intelligent era.
Why is three iterations inevitable?
Some may argue that upgrading networks requires investment and that existing infrastructure is still functional, so there's no need to rush. In reality, enterprise network evolution is never about following technological trends; it's an inevitable outcome driven by business demands, technological advancement, and policy guidance.Every upgrade is designed to address enterprise pain points and deliver value.
01: From Layer 2/3 Switching Networks to Multi-Slice Service Networks: An Adaptation Upgrade Driven by Necessity
The driving factors are simple: as the enterprise grows and business expands, the existing network can no longer keep up.
Upgrading to a multi-service slice optical ring network resolves these issues: business isolation prevents interference, bandwidth increases to gigabit speeds, and file transfer times are reduced. Network troubleshooting time drops from 4 hours to 30 minutes—what appears to be an investment actually saves enterprises significant time costs and boosts operational efficiency.
02 From Multi-Service Slicing to All-Optical AI Computing: The "Strategic Advantage" We Secured
AI and data are now critical to enterprise competitiveness, demanding ultra-low latency and high bandwidth. With the national "East Data, West Computing" strategy accelerating cross-regional computing power scheduling, upgrading to an all-optical intelligent computing network has become essential.
More importantly, the all-optical intelligent computing network delivers dual value: "cost reduction + efficiency gain" and "core empowerment." It reduces energy consumption per transmitted bit by approximately 40% and lowers power consumption of all-optical switches compared to traditional ones. Additionally, it boosts AI large model training efficiency, breaks down "compute silos," and enables enterprises to flexibly access computing resources.
Future: 4 Key Trends Shaping Enterprise Network Evolution
From Layer 2/3 switching to multi-service slicing, and now to all-optical intelligent computing networks, the evolution of enterprise networks is clear: from "connectivity" to "interconnection," and finally to "capacity." In the future, enterprise networks will exhibit 4 core trends.
Trend 1:
All-optical intelligent computing networks are accelerating adoption and becoming a standard for large enterprises.
According to the "1ms City Computing Network Innovation Applications Compilation (2025)", multiple cities in China have already achieved large-scale deployment of 1ms city computing networks. Over the next 3 years, corporate groups and key industries (finance, energy, transportation) will gradually deploy all-optical intelligent computing networks, while small and medium-sized enterprises will transition toward simplified all-optical networks.
Trend 2:
Deep integration of computing and networking: intelligent scheduling as a core capability
In the future, the integration of networking and computing will evolve from "surface-level coordination" to "deep unification," creating a synergistic architecture of "Computing + Networking + AI" to enable global visibility and precise matching of computing resources.
Trend 3:
Green, energy-efficient, and secure—now core priorities
Under the dual carbon goals, low energy consumption has become a key metric for enterprise development. The low-energy advantage of all-optical intelligent computing networks will become even more pronounced. We will continue to optimize technology to achieve "increased computing power with reduced energy consumption." Meanwhile, data security and network security are increasingly critical. Quantum encryption will be deeply integrated with all-optical networks, and zero-trust architectures will be fully embedded to ensure secure and compliant computing and data transmission.
Trend 4:
Standardized enhancements lower the upgrade threshold for SMEs.
Currently, the industry is accelerating the establishment of a standard system for all-optical intelligent computing networks to address cross-vendor device interoperability and unified metering of computing power and optical network resources. A comprehensive standard framework will be established, deepening collaboration across the industrial chain and significantly reducing the costs and technical barriers for SMEs upgrading to all-optical intelligent computing networks.
Today, the all-optical intelligent computing network has entered a period of rapid development.Network is no longer just a "cost center" for office internet access; it has become a strategic asset that consolidates computing power, empowers business innovation, and defines the height of enterprise intelligence.For enterprises, embracing an all-optical intelligent computing network not only addresses current networking pain points but also lays the foundation for future computing power competition.
Chuling Shares has been committed to building a "cloud-edge-end" collaborative enterprise intelligent computing network ecosystem. We enable large and medium-sized enterprises to deploy next-generation flexible, low-latency, and high-reliability ring-topology intelligent networks supporting diverse AI scenarios. For small and medium-sized enterprises, we deliver full-optical intelligent networks powered by cloud-based SEN (Network Business Agent) + FTTO + compute technologies.

