AG
Ant Group
Language model · China ·Oct 2025

Ring-flash-linear-2.0

Language Open (Restricted)
104.2B
Parameters

About Ring-flash-linear-2.0

Ring-flash-linear-2.0 is an AI model developed by Ant Group, in the language category, released in 2025, made available as an open-weights model with 104.2B params.

On this page you'll find Ring-flash-linear-2.0's full specifications. Review provider pricing and benchmark scores below, or compare Ring-flash-linear-2.0 head-to-head with other language models.

→ More models by Ant Group → All language models → AI benchmarks leaderboard

Links

Announcement ↗ Hugging Face ↗

Run Ring-flash-linear-2.0 locally — what to buy

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Sized to what Ring-flash-linear-2.0 actually needs (~8k context at Q4), not to the biggest GPU: Good = cheapest that runs it, Better = best value, Best = most headroom. Speed is a hardware estimate; anything past ~120 tok/s is shown as instant.

Best
Apple M1 Ultra 128GB
Apple · ~$4,800
~11.2 tok/s
Q4 · fits full context · up to 8k ctx
Runs with: ExLlamaV2, KoboldCpp, LM Studio
See full estimate →

Software support

·ExLlamaV2 ·KoboldCpp ·LM Studio ·MLX ·Ollama ·SGLang ·TensorRT-LLM ·llama.cpp ·vLLM ?KTransformers ?text-generation-webui

✓ measured · · compatible · — not supported. Informational only — speed is hardware-based.

Consumer GPU
3.4–4.1 tok/s
2 options →
Apple
5.6–11.2 tok/s
5 options →
Datacenter GPU
26.7–119.3 tok/s
10 options →

Community

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Discussion

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Frequently asked questions

What is Ring-flash-linear-2.0? ▶

Ring-flash-linear-2.0 is an AI model developed by Ant Group, in the language category, released in 2025. It is tracked on GenAIList with its specifications, benchmark scores and provider pricing.

Who created Ring-flash-linear-2.0? ▶

Ring-flash-linear-2.0 was developed by Ant Group and released in 2025.

Is Ring-flash-linear-2.0 open source or proprietary? ▶

Ring-flash-linear-2.0 ships as an open-weights model: you can download and self-host the weights, though the licence may place some restrictions on use.

How much does Ring-flash-linear-2.0 cost? ▶

Pricing for Ring-flash-linear-2.0 depends on the provider. See the providers table on this page for the latest API rates.

How does Ring-flash-linear-2.0 perform on benchmarks? ▶

Benchmark scores for Ring-flash-linear-2.0 are listed on this page as they are published. You can compare it head-to-head with other models on the GenAIList compare tool.

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