Lossless Fabrics & Kernel Security.Is Your Network Ready for GPU Scale?
70% of enterprise AI cluster initiatives stall on dropped packets, micro-burst buffer exhaust, and perimeter firewall bottlenecks. Technoxi audits your spine-leaf switching, RoCEv2 buffering, Cisco Hypershield eBPF policies, and Model Context Protocol readiness.
Why AI Readiness Matters
70% of AI cluster performance degradations originate in packet drops, buffer exhaustion, or perimeter firewall bottlenecks. Our audit guarantees lossless infrastructure before GPU deployment.
01.Lossless Ethernet & Buffer Sizing
We audit your spine-leaf switching for Priority Flow Control (PFC) headroom, Explicit Congestion Notification (ECN) thresholds, and RoCEv2 buffer allocation to prevent catastrophic packet loss during GPU all-to-all communications.
02.GPU Cluster Topology & Bisection
Evaluate oversubscription ratios, leaf-spine link density, and non-blocking bisection bandwidth across your compute pods to verify whether network contention will starve expensive GPU accelerators.
03.Cisco Hypershield & Kernel Security
Audit east-west container visibility, evaluate SmartNIC/DPU offload viability, and architect eBPF-level microsegmentation policies capable of protecting distributed AI workloads without introducing latency.
04.Model Context Protocol & NetOps Readiness
Assess network telemetry feeds (gNMI, streaming telemetry, syslog) for integration with autonomous LLM agents, establishing deterministic guardrails and human-in-the-loop approvals for agentic operations.
Cisco AI Readiness Engineering Process
A structured 4-week engineering methodology delivered by veteran Cisco TAC specialists to validate your AI fabric and security posture
Fabric Discovery & Buffer Audit
Week 1
Audit spine-leaf switch configurations, PFC buffer headroom, and ECN threshold baselines across physical topology.
Traffic Stress & eBPF Telemetry
Week 2
Inject simulated bursty all-to-all communication patterns while monitoring eBPF kernel tracepoints and drop counters.
Security & Hypershield Architecture
Week 3
Evaluate container microsegmentation requirements, workload isolation boundaries, and Cisco Hypershield deployment topologies.
Roadmap & BoM Sizing Deliverable
Week 4
Deliver actionable Cisco Nexus HyperFabric architecture design, hardware BoM, and Model Context Protocol agent implementation guide.
Ready to accelerate your AI journey? Our assessment provides the clarity and confidence you need to move forward.
Cisco AI Infrastructure Audit Dimensions
Rigorous technical assessment ensuring your network fabric and security layer deliver peak GPU compute saturation without dropped packets
Lossless Ethernet (RoCEv2)
Evaluate Priority Flow Control (PFC) buffer sizing and ECN threshold configuration to prevent packet drops
Cisco Nexus HyperFabric
Assess leaf-spine non-blocking topologies and Silicon One ASIC integration with NVIDIA GPU clusters
Cisco Hypershield Defense
Audit distributed eBPF policy enforcement and SmartNIC/DPU offloading for AI container microsegmentation
Model Context Protocol (MCP)
Assess network telemetry streaming for autonomous LLM agents with deterministic guardrails
GPU Bandwidth Ratios
Calculate compute-to-fabric oversubscription ratios to eliminate GPU idle cycles during all-to-all communication
Dynamic Packet Spraying
Evaluate per-packet multipath load balancing across spine switches to prevent hash collisions and link hotspots
Micro-Burst Telemetry
Audit queue buffer depth monitoring and telemetry streaming into Cisco Nexus Dashboard Insights
eBPF Hubble Observability
Verify Cilium Hubble flow visibility for east-west container networking and sub-millisecond dropped frame tracing
Zero-Trust AI Enclaves
Design strict microsegmentation boundaries isolating training datasets and proprietary weights
Agentic NetOps Triage
Benchmark MTTR reduction using open-source agent tooling (cilium-mcp, xdr-mcp-community)
Dual-Data Plane Testing
Validate policy upgrade workflows with zero downtime using Cisco Hypershield shadow testing
Ex-TAC Escalation Protocol
Establish Sev-1 incident command protocols with L3/L4 Cisco TAC veterans for mission-critical AI operations
Each assessment area includes detailed analysis, scoring, and specific recommendations tailored to your industry and business objectives
Audit Deliverables
Rigorous engineering artifacts, buffer calculations, and deployment blueprints ready for enterprise implementation
Lossless Buffer & PFC Tuning Report
Quantitative analysis of fabric buffer headroom, PFC pause thresholds, and ECN configuration to eliminate RoCEv2 frame drops
Cisco Nexus HyperFabric BoM & Sizing
Detailed hardware Bill of Materials (BoM), leaf-spine topology designs, and CCW SKU breakdown
Hypershield & eBPF Security Blueprint
Distributed zero-trust architecture protecting AI workloads at kernel and SmartNIC DPU levels
Model Context Protocol (MCP) NetOps Guide
Production integration guide connecting LLMs to live network telemetry with deterministic guardrails
See a Sample Assessment Report
Download our sample AI readiness assessment report to understand the depth of analysis and actionable insights we provide
Audit Your Network for GPU Scale
Don't commission expensive GPU clusters on untested network buffers. Our 4-week engineering audit provides the packet-level proof, RoCEv2 buffer calculations, and Hypershield security blueprint your enterprise needs.