---
title: VKUE Efficiency Leaderboard
emoji: 🌐
colorFrom: blue
colorTo: gray
sdk: static
pinned: true
license: apache-2.0
short_description: Serve frontier-class models on minimal hardware — VKUE
---

# VKUE — VIDRAFT Kernel Ubiquitous Engine

**No GPU? Runs anyway. Everywhere.** VKUE serves frontier-class models on minimal hardware — sibling to **VKAE** (speed). This Space is the **Efficiency Leaderboard**: how little hardware a given quality (GPQA Diamond) actually needs, for 27B+ models.

Quantized models, benchmark figures, and open-tool run instructions are public. VKUE's engine internals are proprietary; the leaderboard reports only the resulting hardware. Throughput figures are published per config after measurement (generate-format gated). v1 preview.