YOUR MEMORY BUDGET

Local AI models for 16GB VRAM.

Explore models by theoretical weight storage. This shortlist covers available downloadable language models with a known or name-derived parameter count.

14 GBleft for weights at 4-bit
16 GB budget − 2 GB reserve

The reserve is your assumption, not a measured overhead allowance. The default 2 GB may be too little for your runtime or context length. Results are not confirmed fits and have no verified speed rating. Weight estimates use decimal GB and do not include quantization overhead. For timed results on one 12GB machine, see measured speeds.

1,030 models within the weight budget

Largest parameter count first · not a quality ranking

inclusionAI · Downloadable

LLaDA-UI

Vision

Understands text and images and responds in text.

Source listed
Sep 6, 2026
Parameters
16.9B
4-bit weights only
≈ 8.5 GB
License
Not disclosed
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inclusionAI · Downloadable

Ling-Coder-lite

Text generationCoding

Designed for coding and software tasks. Generates text for conversations and writing.

Source listed
Mar 8, 2025
Parameters
16.8B
4-bit weights only
≈ 8.4 GB
License
mit
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inclusionAI · Downloadable

Ling-Coder-lite-base

Text generationCoding

Designed for coding and software tasks. Generates text for conversations and writing.

Source listed
Mar 8, 2025
Parameters
16.8B
4-bit weights only
≈ 8.4 GB
License
mit
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inclusionAI · Downloadable

Ling-lite-1.5

Text generation

Generates text for conversations and writing.

Source listed
May 11, 2025
Parameters
16.8B
4-bit weights only
≈ 8.4 GB
License
mit
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inclusionAI · Downloadable

Ring-lite

Text generation

Generates text for conversations and writing.

Source listed
Jun 17, 2025
Parameters
16.8B
4-bit weights only
≈ 8.4 GB
License
mit
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inclusionAI · Downloadable

Ring-lite-2506

Text generation

Generates text, according to its published model architecture (BailingMoeForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.

Source listed
Aug 6, 2025
Parameters
16.8B
4-bit weights only
≈ 8.4 GB
License
mit
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inclusionAI · Downloadable

Ring-lite-2507

Text generation

Generates text, according to its published model architecture (BailingMoeForCausalLM). No task is listed on Hugging Face, so check the model card for intended use.

Source listed
Aug 1, 2025
Parameters
16.8B
4-bit weights only
≈ 8.4 GB
License
mit
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Moonshot AI · Downloadable

Kimi-VL-A3B-Thinking

VisionEmbeddingsReasoning

Understands text and images and responds in text. Supports a reasoning mode.

Source listed
Apr 9, 2025
Parameters
16.4B
4-bit weights only
≈ 8.2 GB
License
mit
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Moonshot AI · Downloadable

Kimi-VL-A3B-Thinking-2506

VisionEmbeddingsReasoning

Understands text and images and responds in text. Supports a reasoning mode.

Source listed
Jun 21, 2025
Parameters
16.4B
4-bit weights only
≈ 8.2 GB
License
mit
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inclusionAI · Downloadable

Ling-mini-2.0

Text generation

Generates text for conversations and writing.

Source listed
Sep 8, 2025
Parameters
16.3B
4-bit weights only
≈ 8.1 GB
License
mit
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inclusionAI · Downloadable

LLaDA2.0-mini

Text generation

Generates text for conversations and writing.

Source listed
Nov 25, 2025
Parameters
16.3B
4-bit weights only
≈ 8.1 GB
License
apache-2.0
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inclusionAI · Downloadable

LLaDA2.0-mini-CAP

Text generation

Generates text for conversations and writing.

Source listed
Dec 10, 2025
Parameters
16.3B
4-bit weights only
≈ 8.1 GB
License
apache-2.0
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inclusionAI · Downloadable

LLaDA2.1-mini

Text generation

Generates text for conversations and writing.

Source listed
Feb 9, 2026
Parameters
16.3B
4-bit weights only
≈ 8.1 GB
License
apache-2.0
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inclusionAI · Downloadable

LLaDA2.2-mini

Text generation

Generates text for conversations and writing.

Source listed
Sep 5, 2026
Parameters
16.3B
4-bit weights only
≈ 8.1 GB
License
apache-2.0
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inclusionAI · Downloadable

Ring-mini-2.0

Text generation

Generates text for conversations and writing.

Source listed
Sep 8, 2025
Parameters
16.3B
4-bit weights only
≈ 8.1 GB
License
mit
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What changes with a 16GB budget?

With 2 GB set aside, 14 GB remains for weights. At 4-bit that allows up to 28 billion parameters in the theoretical calculation. An 8-billion-parameter model alone needs approximately 4 GB at this precision, before its conversation cache and runtime.

Why might a listed model still fail to load?

Its actual weight format may need more space, the runtime may not support its architecture, or the conversation cache may exceed your reserve. Vision models can also need space for image processing. Check the original model card and measure your exact setup before relying on it.

Read the memory guide and technical sources · Compare two models