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How the AI Computing Paradigm Is Deconstructing Internet Governance

In the evolutionary history of internet infrastructure, whenever a nascent killer application triggers a traffic revolution, the global network topology and its underlying governance power undergo a drastic reshuffling. For the past three decades, the global network has operated around a central paradigm: content delivery. This was historically exemplified when Netflix, seeking absolute control over transmission quality, bypassed generic transit services to embed its customized Open Connect appliances directly into the edge data centers of internet service providers (ISPs) worldwide, establishing an internalized, highly localized infrastructure.

This historical trajectory is now repeating itself within the generative AI wave, albeit at an unprecedented scale and velocity. When business volume and market capitalization cross a critical threshold, vertically integrating infrastructure ceases to be merely a cost-cutting financial tactic; it becomes an existential imperative for computational resilience and commercial survival. The internet is bidding farewell to the era of content delivery and shifting toward a fundamentally new computing paradigm centered on cognitive inference and compute orchestration. This transformation reveals a profound reality: the technical nature of AI—characterized by disintermediation, hyper-mobility, and autonomous decision-making—has begun to dissolve the very foundational pillars that have sustained global internet governance for thirty years.

The Risk Economics of Digital Supply Chains

A foundational axiom of supply chain management states that longer, more distributed supply chains introduce compounded points of exposure and higher operational uncertainty. A traditional, protracted digital supply chain that relies on external third-party DNS, public content delivery networks (CDNs), or web application firewalls (WAFs) exposes AI enterprises to cumulative risks of technical outages and geopolitical interventions.

For ordinary enterprises, bearing these externalized risks is an economically rational trade-off. However, for multi-trillion-dollar tech giants (hyper-corporations) that view AI as critical national infrastructure, the cost of risk has skyrocketed. Any disruption to an AI ecosystem incurs immeasurable reputational damage, operational paralysis, and market value erasure. Consequently, AI giants are inevitably turning to absolute vertical integration, re-engineering extended public supply chains into highly resilient, sovereign private networks.

Technical Foundations: Three Deconstructive Features of AI-Specific Networks

This internalization is not a mere duplication of Web2 cloud architectures; rather, it fundamentally restructures infrastructure based on the unique attributes of AI traffic and massive computing workloads:

  1. Compute-Aware and Semantic Routing: The Web2 era relied heavily on Anycast technology—a geography-deterministic framework that routes users to the physically closest edge node via the Border Gateway Protocol (BGP). Conversely, multi-modal AI inference traffic is highly asymmetric and requires deterministic low latency. The transmission path of an AI request no longer depends on physical distance or network hops, but on real-time compute states—such as the cache proximity of model weights and the redundant floating-point operation (FLOPS) capacity of GPU clusters. Control has effectively shifted from generic routing protocol layers to the proprietary compute-orchestration algorithms of hyper-scalers.
  2. Disintermediation and Semantic Addressing: The legacy internet was designed for human reading and memory, necessitating the Domain Name System (DNS) to translate human-readable strings into machine IP addresses—a dependency that positioned ICANN as the ultimate custodian of global naming authority. In the near future, however, over 80 percent of internet traffic is projected to be generated by autonomous AI agents collaborating directly via APIs and Retrieval-Augmented Generation (RAG). Machine-to-machine communication operates within high-dimensional vector spaces and model-to-model interfaces, rendering human-readable domains entirely superfluous. By building enclosed semantic addressing systems, AI giants are bypassing traditional DNS resolution, delivering a structural blow to ICANN’s multistakeholder model.
  3. Physical Isolation of the Transmission Layer: To mitigate packet loss, to which massive model-weight transmission and distributed training workloads are acutely sensitive, tech giants have become the world’s largest investors in and owners of subsea fiber-optic cables and terrestrial dark fiber. Core AI data transmission is increasingly confined to these physically isolated, proprietary pipelines—essentially globally distributed supercomputers—while the public internet is progressively degraded to a mere “last mile” for user access.

Policy Prognosis: Structural Challenges to Traditional Internet Governance

This aggressive infrastructure consolidation, driven by AI supply chain security, is exerting immense deconstructive pressure on traditional internet governance mechanisms:

  1. The Impact of Hyper-Global IP Mobility on RIR Territorial Policies – The governance frameworks of Regional Internet Registries (RIRs, such as APNIC, RIPE NCC, and ARIN) are predicated on the policy assumption of territorial resource allocation and regional usage. Whether through Whois databases or cryptographic geographic feeds (Geofeeds, as defined in RFC 8805 and RFC 9092), the core objective has been to bind IP addresses to definitive physical boundaries to maintain routing transparency and administrative accountability. However, as AI giants deeply integrate their infrastructures with Low Earth Orbit (LEO) satellite constellations, privatized IP addresses will be dynamically and fluidly announced across orbital satellites, transcontinental subsea cable gateways, and edge nodes. An IP block could drift globally within seconds based on satellite visibility and traffic load. This fluid dynamics directly defies RIR policies regarding service regions. Traditional Whois accuracy policies face practical marginalization, and state attempts to enforce compliance via IP-based geofencing will become entirely obsolete.
  2. The Marginalization of the Multistakeholder Model – Traditional internet governance emphasizes a peer-to-peer consensus model where the technical community, civil society, governments, and enterprises collectively manage core logical resources. Yet, when the infrastructure capacity and financial power owned by a handful of AI hyper-corporations surpasses the aggregate digital infrastructure of most small-to-medium nations, the scale of governance tilts heavily toward digital sovereignty. For the sake of extreme efficiency and operational speed, these corporate sovereigns will bypass protracted community consensus. Future network rules will be dictated not by open IETF RFCs or ICANN policy processes, but by corporate standards and internal ontologies established within enclosed private backbones.
  3. Intelligent Autonomous Systems and Automated Routing Games – Legacy network governance assumes networks are operated by human engineers cooperating through policies, peering agreements, and mutual trust. With the deployment of AI-specific edge networks, future Autonomous Systems (AS) will possess autonomous decision-making capabilities. If an edge node encounters a localized geopolitical outage or a massive DDoS attack, localized AI can autonomously adjust BGP announcements and alter IP trajectories in real time without human intervention. The rise of this “AI-governed network” means that during a global routing conflict, traditional community coordination mechanisms—such as operator mailing lists or manual mitigation—will be entirely outpaced by real-time, high-frequency algorithmic games, potentially introducing unpredictable cascading risks to internet resilience.

Conclusion

The absolute pursuit of supply chain security is driving the internet away from an open, shared ecosystem toward an era of hyper-resilient, vertically integrated private networks. If this trend coalesces with the growing push for national AI data sovereignty, it will inevitably accelerate the fragmentation of the internet into a “Splinternet”—a landscape dominated by enclosed infrastructure ecosystems controlled by distinct AI giants and geopolitical blocs.

This shift is far more than a reconfiguration of technical architecture; it represents a profound migration of internet governance power. The global internet community must collectively confront these pressing questions: How can RIRs modernize obsolete territorial policies to accommodate the hyper-mobility of IP resources across virtual and orbital spaces? As the multistakeholder model loses its twin anchors—the centralized DNS and physical borders—how do we safeguard the openness, security, and interoperability of the global internet? If traditional governance institutions fail to evolve dynamically, they risk being marginalized into historical relics, eclipsed by the rising tide of the Intellinet.

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By Kenny Huang, Board Chair of TWNIC

Chair at Taiwan Network Information Center (TWNIC) and EC Chair at Asia Pacific Network Information Center (APNIC)

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