VARANASINEBIUS × NVIDIA
Nebius × NVIDIA Global AI Hackathon 2026Official

VARANASI RunGuard & FinOps Margin Engine

Catch preventable AI workload failures before cluster deployment and analyze GPU & inference margins with deterministic rigor. Powered by Nebius Token Factory and NVIDIA open-source models.

Deterministic Preflight Core•Audited Official Pricing•NVIDIA Open-Source Models

GPU RunGuard

Preflight & Runtime Integrity

AWAITING INPUT

No configuration files analyzed yet.

FinOps Engine

Compute & Token Margin

AWAITING CALCULATION

No cost models computed yet. Configure GPU hours or token volume to estimate compute budget.

AI Integrations

NVIDIA Model & Search State

Nebius Token Factory:CHECKING...
NVIDIA Model:
nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B
Tavily Technical Search:CHECKING...

Built-in Demonstration Scenarios (Judges Evaluation Suite)

Test VARANASI without supplying custom cluster files. All fixtures use authentic failure signatures and verified cloud GPU pricing.