AI is reshaping how we course of information, remedy advanced issues, and ship digital experiences. However your AI atmosphere is just as safe because the infrastructure it runs on—and attackers know precisely the place to search for weaknesses.
As you scale AI workloads nearer to finish customers, brokers, and machines, a vital problem emerges: you have to maximize GPU and CPU utilization whereas additionally defending towards subtle, fast-moving threats.
Conventional safety fashions wrestle in these environments. Centralized firewall home equipment can grow to be site visitors choke factors that don’t scale to AI-level throughput. Host-based software program brokers can even tax CPU sources you want for AI processing—and, in some instances, introduce operational danger in multi-tenant environments.
To handle this, Cisco and NVIDIA are partnering to redefine AI safety. By extending Cisco Hybrid Mesh Firewall to NVIDIA BlueField information processing models (DPUs), Cisco brings stateful segmentation straight into AI servers linked to Cisco Nexus One AI front-end materials. The consequence is a strong, hardware-accelerated, server-level safety structure that helps cease threats earlier than they attain your information—maximizing safety with no efficiency tradeoff.
With Cisco Hybrid Mesh Firewall, you’ll be able to outline coverage as soon as and implement it in every single place. This unified safety mannequin spans bodily and digital firewalls, cloud environments, and now the DPUs inside your AI servers.
The front-end community: The actual safety area
In AI infrastructure, a very powerful safety boundary is the front-end community, the place customers submit inference and coaching requests, storage programs alternate datasets and checkpoints, and multi-tenant workloads usually share the identical servers. As a result of exterior site visitors enters right here, it’s the zone the place inspection and isolation matter most.
Entrance-end site visitors usually falls into two main flows:
- Person → Compute (inference and coaching)
- Compute ↔ Storage (information ingest, dataset entry, checkpointing)
In AI environments, you’ll be able to’t assume solely “some” site visitors wants inspection. Almost all of it does, and multi-tenancy calls for strict segmentation. That requires segmentation that may function at full line price throughout the front-end material.
Conventional centralized firewall home equipment break this mannequin. Hair-pinning site visitors to an exterior firewall will increase latency and creates bandwidth bottlenecks, successfully a choke level for all the cluster.
Bringing safety to the AI workload with DPUs
A greater mannequin is server-level enforcement utilizing DPUs. By operating the firewall on an NVIDIA BlueField DPU—not the host CPU—you cut back the danger of tenant tampering and protect CPU/GPU cycles for AI workloads.
Cisco is redefining AI workload safety by implementing unified safety coverage utilizing Hybrid Mesh Firewall on AI servers with NVIDIA BlueField DPUs. This allows:
- Air-gapped enforcement in multi-tenant and bare-metal environments
- {Hardware}-accelerated 400G line-rate stateful segmentation in DPU
- VPC-aware coverage enforcement on the community edge
- High-quality-grained observability per circulate in {hardware} at scale
- Lateral motion containmentserving to block east–west assaults on the server boundary
Cisco Nexus One simplifies how community coverage is constructed, deployed, and stored aligned with workload identification and context.
On every AI server, it discovers Kubernetes workload metadata and shares that context with Cisco Hybrid Mesh Firewall, which interprets it into application-aware, stateful segmentation guidelines:
- Native discovery (Nexus One): A unified administration aircraft runs on every AI server to gather Kubernetes stock metadata—workload/software identification, labels and annotations, namespaces, and many others.
- Context-aware coverage (Hybrid Mesh Firewall): Makes use of the above metadata to generate application-aware, stateful segmentation insurance policies for every workload.
- DPU enforcement: Insurance policies are enforced inline on the NVIDIA BlueField DPU with out exterior brokers or software program.
- Kubernetes integrations: Optimized for the Isovalent Kubernetes suite (together with Cilium CNI and Hubble) and appropriate with commonplace Kubernetes environments.
“AI is reworking each trade, and the speedy rise of AI factories is driving a rising want for cybersecurity at scale throughout enterprise infrastructure. By embedding Cisco’s Hybrid Mesh Firewall coverage into NVIDIA BlueField DPUs on AI servers, our joint clients obtain high-performance, multi-tenant, intent-driven enforcement and hardware-accelerated safety, seamlessly linked by way of Cisco Nexus One AI front-end materials.”
—Kevin Deierling, SVP of Networking, NVIDIA
Cisco Nexus One: Community coverage orchestration and visibility for AI front-end materials
Cisco Nexus One takes these capabilities additional by orchestrating advanced community insurance policies and sustaining end-to-end visibility with multisite implementations in AI front-end materials (as proven under). This simplifies operations, strengthens compliance enforcement, and supplies a safety framework that scales as AI environments develop.
Constructing the safe AI manufacturing unit of the long run
AI factories succeed when safety retains tempo with AI-scale throughput. By operating Cisco Hybrid Mesh Firewall on NVIDIA BlueField DPUs, we offer distributed, in-server enforcement with 400G line-rate stateful inspection and fine-grained, flow-level observability—with out consuming CPU and GPU sources.
Paired with Cisco Nexus One for centralized community coverage and visibility, organizations can scale multi-tenant AI infrastructure with confidence, safe from the within out.
Safety is the primary service delivered on the DPU. Subsequent, we’ll broaden by including extra AI-centric community companies operating on DPUs.
Roadmap highlights
- Managed Availability: Q3 CY26
- Normal Availability: This fall CY26
What’s new
- Cisco Nexus One: Community coverage and visibility
- Hybrid Mesh Firewall: Stateful segmentation on BlueField DPUs
- Splunk: Safety observability integration
To strive the answer throughout Managed Availability in early Q3 CY26, please contact your Cisco account consultant.
