AI infrastructure engineering

Build AI on solid ground. Then climb.

StrataPath designs and builds the layers AI workloads run on: GPU fabrics, DPU and SmartNIC offload, kernel-bypass datapaths and eBPF security. We find where the time goes, then move the work to where it runs best.

Workloads Datapath Fabric

Why AI clusters underperform

The GPUs are rarely the problem. The layers underneath are.

A fabric that fights the job

Congestion, pause storms and miscabled rails turn every all-reduce into the slowest step of a training run.

Host CPUs doing NIC work

Classification, NAT, encryption and firewalling burn cores that a DPU or NIC eSwitch could handle at line rate.

Security bolted on late

Model weights, secrets and egress need enforcement in the kernel, not just a policy document.

How we work

A clear path, one step up at a time.

  1. Profile

    Measure where packets and cycles go: PCIe, NIC queues, cores, memory and fabric counters.

    [Duration]

  2. Design

    Write it down: where every stage runs, what gets offloaded, and how each failure is handled.

    [Duration]

  3. Build

    Ship working code in C, C++, Go or Rust, with tests and a mock backend that runs in CI.

    [Duration]

  4. Benchmark

    Prove it against a baseline (Mpps, latency percentiles, jitter), then hand over ownership.

    [Duration]

Selected work

Engineering we can show you.

DPU offload

BlueField flow agent

An OpenFlow 1.3 and gRPC agent that compiles rules into mlx5 hardware-steering template tables, so every rule is in hardware before the first packet.

  • DPDK
  • rte_flow
  • BlueField

GPU fabric

RoCEv2 fabric generator

One JSON spec becomes cabling, FRR, QoS and per-host NCCL configs for a rail-optimized fabric. Python, C and Go versions give byte-identical output.

  • RoCEv2
  • NCCL
  • Go / C / Python

AI workload security

aiguard

eBPF container security for AI workloads: 22 BPF LSM programs enforce exec, model-file, secret and egress allowlists, with a learning mode.

  • eBPF
  • BPF LSM
  • libbpf
[A real client quote about what working with StrataPath changed.]
[Name, title, company]

Find the bottleneck before you buy more hardware.

Bring a workload and a target. In one call, we'll help you work out where the time goes and which layer to fix first.

Book a technical call