Cold-start clusters on Vast.ai ยท seconds, not hours

Bare GPU to
working cluster in one boot.

Custom images preloaded with everything: Wan 3.0 without policy, vMLL, custom quantization, specialized RAG. Rent a bare GPU, get a working node โ€” no setup, no warm-up.

40+Custom images
<60sCold start
8 GPUsMax per node
24/7Auto-restart

No policy. No limits.

Images built by us, tuned for production. We take the base model, strip the filters, add the toolchain and ship it as a one-click image.

๐ŸŽฌ

Wan 3.0 โ€” No Policy

Full video generation stack, no content filters, no guardrails. Custom sampler presets, LoRA-ready, multi-shot workflows.

UNFILTEREDSTABLE
๐Ÿง 

vMLL Serve

Multi-LLM serving stack with routing, load balancing and KV-cache sharing. Run any open model behind a single endpoint.

BETA
โšก

Custom Quantization

AWQ, GPTQ, GGUF and exotic schemes. Pre-quantized weights for your VRAM budget โ€” 4-bit, 3-bit, 2-bit.

STABLE
๐Ÿ“š

Specialized RAG

Domain-tuned retrieval: hybrid search, rerankers, custom embeddings. Preloaded with your corpus or build your own.

NEW

Cold start in three steps

Pick an image, rent a GPU, boot. Everything is already inside โ€” weights, CUDA, drivers, toolchain.

1

Pick an image

Choose from the catalog โ€” model, quantization, toolchain, all preconfigured.

2

Rent a GPU

Vast.ai bare metal. RTX 4090, A100, H100 โ€” whatever fits your budget.

3

Boot & go

Image pulls in seconds, cluster is live. Endpoint ready, no warm-up pass.

Image catalog

Every image is tested on real hardware. Weights are inside the image or pulled from a fast cache on first boot.

Wan 3.0 NoPolicy

Full video gen, unfiltered, LoRA-ready, custom samplers.
GPU 48GB+H100

Wan 3.0 Lite

720p video gen, quantized, single-GPU friendly.
GPU 24GB+4090

vMLL Router

Multi-model serving with routing and KV-cache sharing.
GPU 2ร—24GB+A100

LLM 4-bit Fleet

AWQ 4-bit quantized fleet, 8ร—70B per node.
GPU 8ร—80GBH100

RAG-Domain Pack

Hybrid retrieval + rerankers, corpus preloaded.
GPU 24GB+4090

SDXL Turbo

Image gen, unfiltered, batched, LoRA-ready.
GPU 24GB+4090

Flux Dev

Full pipeline, 2-bit quant, 3GB VRAM.
GPU 16GB+4090

Whisper XL

Transcription, 50 languages, real-time streaming.
GPU 16GB+4090

Ready to launch?

Dashboard is coming soon. For early access, get in touch.

Get Early Access