Data Fight Central
DFC × NVIDIA · Inception Candidate

Hybrid by design.
GPU where it earns its keep.

This is not a startup asking NVIDIA to imagine a use case. DFC's h264_nvenc pipeline is written and benchmarked on RTX 4090. It runs a deliberate hybrid: serverless baseline scaling to zero, NVIDIA engaged for high-volume live encoding, GPU added one unit at a time as demand grows. At A$6 a fight, cost per stream is the margin — which is exactly why the GPU layer is demand-scaled rather than always-on.

Shipped, locked, and next

NVENC Encoding

SHIPPED
  • FFmpeg moved from CPU to h264_nvenc in production containers
  • Serving the platform's promo and PPV video pipeline
  • Verifiable in the codebase and deploy history

DeepStream Analytics

LOCKED — R2
  • TensorRT pose-estimation on live fight streams
  • Strike telemetry into Firestore at 30fps
  • Pre-trained action models pulled from NGC

Omniverse Promos

LOCKED — R3
  • Promoter uploads two photos → 3D arena promo
  • OpenUSD templates, RTX path-traced fly-throughs
  • Rendered on Cloud Run with NVIDIA L4 GPUs

What we're asking NVIDIA for

Inception membership, GPU credits, and a technical story worth telling

DFC is a solo-founder Australian startup building the professional network, media wire, and pay-per-view platform for combat sports — and NVIDIA silicon is already in its production path. Inception membership, cloud GPU credits, and NGC access accelerate Rounds 2 and 3 of a roadmap that showcases GPU cloud workloads in sport. A 30-minute technical walkthrough is available on request.