Commercial-Use-Safe Open Reasoning & Math Models

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Open reasoning & math models whose licenses permit commercial use, each carrying a machine-checkable license verdict. Canonical URL: https://huggingbay.xyz/answers/commercial-safe-reasoning-math-models.

Commercial-Use-Safe Open Reasoning & Math Models is a citation-ready Hugging Bay answer pack backed by live catalog rows. Representative rows: mradermacher/Llama3.3-8B-Instruct-Thinking-Heretic-Uncensored-Claude-4.5-Opus-High-Reasoning-i1-GGUF, mradermacher/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-i1-GGUF, TeichAI/Qwen3-14B-Claude-4.5-Opus-High-Reasoning-Distill-GGUF, mlx-community/Qwen3.5-27B-Claude-4.6-Opus-Distilled-MLX-4bit, AnkitAI/Parable-Qwen3-8B-Claude-Fable-5-GGUF. Use each canonical citation URL plus metadata/card endpoints for current license, trust, hosting, and download state. Canonical URL: https://huggingbay.xyz/answers/commercial-safe-reasoning-math-models.

Question: Which open reasoning & math models can I use commercially?

Open reasoning & math models whose licenses permit commercial use, each carrying a machine-checkable license verdict.

Answer pack JSON Citation pack License guide

mradermacher/Llama3.3-8B-Instruct-Thinking-Heretic-Uncensored-Claude-4.5-Opus-High-Reasoning-i1-GGUF: Model from Hugging Face for llm: mradermacher/Llama3.3-8B-Instruct-Thinking-Heretic-Uncensored-Claude-4.5-Opus-High-Reasoning-i1-GGUF · transformers
mradermacher/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-i1-GGUF: Model from Hugging Face for llm: mradermacher/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-i1-GGUF · transformers
TeichAI/Qwen3-14B-Claude-4.5-Opus-High-Reasoning-Distill-GGUF: Model from Hugging Face for text generation: TeichAI/Qwen3-14B-Claude-4.5-Opus-High-Reasoning-Distill-GGUF · transformers
mlx-community/Qwen3.5-27B-Claude-4.6-Opus-Distilled-MLX-4bit: Model from Hugging Face for llm: mlx-community/Qwen3.5-27B-Claude-4.6-Opus-Distilled-MLX-4bit · mlx
AnkitAI/Parable-Qwen3-8B-Claude-Fable-5-GGUF: Model from Hugging Face for text generation: AnkitAI/Parable-Qwen3-8B-Claude-Fable-5-GGUF · gguf
AnkitAI/Parable-Qwen3-4B-Claude-Fable-5-GGUF: Model from Hugging Face for text generation: AnkitAI/Parable-Qwen3-4B-Claude-Fable-5-GGUF · llama.cpp
AnkitAI/Parable-Granite-4.1-3B-Claude-Fable-5-GGUF: Model from Hugging Face for text generation: AnkitAI/Parable-Granite-4.1-3B-Claude-Fable-5-GGUF · gguf
AnkitAI/Parable-Granite-4.1-8B-Claude-Fable-5-GGUF: Model from Hugging Face for text generation: AnkitAI/Parable-Granite-4.1-8B-Claude-Fable-5-GGUF · gguf
empero-ai/Qwen3.8-9B-Distill-GGUF: Model from Hugging Face for text generation: empero-ai/Qwen3.8-9B-Distill-GGUF · gguf
empero-ai/Qwen3.8-2B-Distill-GGUF: Model from Hugging Face for text generation: empero-ai/Qwen3.8-2B-Distill-GGUF · gguf
TokenRhythm/NeoHorse-1-4B-GGUF: Model from Hugging Face for text generation: TokenRhythm/NeoHorse-1-4B-GGUF · llama.cpp
TokenRhythm/NeoHorse-1-9B-GGUF: Model from Hugging Face for text generation: TokenRhythm/NeoHorse-1-9B-GGUF · unknown

Commercial-Use-Safe Open Agent Tool-Use Models
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Open interactive answer pack

Updated 2026-09-22 from the live catalog.

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Commercial-Use-Safe Open Reasoning & Math Models. Hugging Bay. https://huggingbay.xyz/answers/commercial-safe-reasoning-math-models

Last verified: 2026-09-22.

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