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Run Ling-3.0-flash-Sante on Lium

Ant Group · Text generation · 127.5B parameters · 255 GB BF16 weights · released 2026-10-19
It needs about 306 GB of VRAM. The cheapest setup that runs it is 8x L40S (384 GB), from $4.24 per hour, billed per second.
Rent 8x L40S

Other GPUs that run it

8x Quadro RTX 8000384 GBreference $1.68 / hourRequest

How to run it

Rent the pod above, open a terminal over SSH or Jupyter and serve inclusionAI/Ling-3.0-flash-Sante:
vllm serve inclusionAI/Ling-3.0-flash-Sante --tensor-parallel-size 8
Claude Code and Codex can do all of it through the Lium CLI.

Frequently asked questions

How much VRAM does Ling-3.0-flash-Sante need?

About 255 GB for the released BF16 weights, so plan on 306 GB with room for activations and KV cache at a short context. Longer contexts and bigger batches need more.

What GPU should I rent to run Ling-3.0-flash-Sante?

8x L40S (384 GB). On Lium that setup costs from $4.24 per hour, billed per second with no minimum.
All open models
For AI agents (CLI install, agent skill, headless signup): llms-full.txt