Ling 3.1 flash 1019
Ling 3.1 flash 1019 is an open-weights language model from inclusionAI, released October 27, 2026. It has 572B parameters (mixture-of-experts, 33B active). The context window is 256K tokens.
Check it against your own PC →
Can you run Ling 3.1 flash 1019 locally?
Even with 32 GB of VRAM and 32 GB of RAM it is too large to run at a usable speed on a single consumer GPU. Estimates assume 32 GB of DDR5 RAM, a 16K context and llama.cpp-style GGUF quantization. Enter your exact hardware in the live app.
| GPU memory | Verdict | Best quant | VRAM | RAM | tok/s |
|---|---|---|---|---|---|
| 6 GB VRAM | Too large | – | – | – | – |
| 8 GB VRAM | Too large | – | – | – | – |
| 12 GB VRAM | Too large | – | – | – | – |
| 16 GB VRAM | Too large | – | – | – | – |
| 24 GB VRAM | Too large | – | – | – | – |
| 32 GB VRAM | Too large | – | – | – | – |
Ready-made quantizations on Hugging Face: bartowski/Ling-3.1-flash-1019-GGUF · Baekpica/Ling-3.1-flash-1019-VQ-GGUF · AtomicChat/Ling-3.1-flash-1019-GGUF · mrfakename/Ling-3.1-flash-1019-abliterated · vultr/Ling-3.1-flash-1019-GGUF · auryn-macmillan/Ling-3.1-flash-1019-EXL3-1.5-1.0bpw
Benchmark results
Epoch AI has not published results for Ling 3.1 flash 1019 yet. New models are usually evaluated within days to weeks.
Links
Hugging Face: inclusionAI/Ling-3.1-flash-1019
More from inclusionAI
LBS 27B · Ling 3.0 flash Sante · Ling 3.0 tiny · Ling-1T · Ring-1T