UEmbed multimodal embedding models running dense text embeddings on Apple Silicon via MLX.
Volodymyr IERMOLAIEV PRO
majentik
AI & ML interests
Bleeding-edge AI models and most prominent ML open-source projects.
Recent Activity
updated a dataset 2 days ago
majentik/SASRBench-v1 published a dataset 2 days ago
majentik/SASRBench-v1 updated a dataset 2 days ago
majentik/WildASROrganizations
Qwen3-Embedding model packs in ONNX, GGUF, and MLX formats for retrieval and embedding workloads.
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majentik/Qwen3-Embedding-0.6B-GGUF-IQ4_XS
Feature Extraction • 0.6B • Updated • 24 • 1 -
majentik/Qwen3-Embedding-0.6B-GGUF-Q4_K_M
Feature Extraction • 0.6B • Updated • 98 -
majentik/Qwen3-Embedding-0.6B-GGUF-Q5_K_M
Feature Extraction • 0.6B • Updated • 34 -
majentik/Qwen3-Embedding-0.6B-GGUF-Q8_0
Feature Extraction • 0.6B • Updated • 55
Session-verified MLX packs that passed a smoke gate against a reference implementation before publication.
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majentik/MERaLiON-3-10B-MLX-8bit
Automatic Speech Recognition • 3B • Updated • 18 -
majentik/MERaLiON-3-10B-MLX-4bit
Automatic Speech Recognition • 2B • Updated • 17 -
majentik/MERaLiON-3-3B-ASR-MLX-8bit
Automatic Speech Recognition • 1B • Updated • 38 -
majentik/MOSS-Transcribe-Diarize-MLX-8bit
Automatic Speech Recognition • 0.5B • Updated • 149 • 1
OCR and document-understanding MLX packs, including Unlimited-OCR and the GELab-Zero preview family.
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majentik/GELab-Zero-4B-preview-Sico-Evolution-MLX-4bit
Image-Text-to-Text • 1B • Updated • 14 -
majentik/GELab-Zero-4B-preview-Sico-Evolution-MLX-6bit
Image-Text-to-Text • 1B • Updated • 9 -
majentik/GELab-Zero-4B-preview-Sico-Evolution-MLX-8bit
Image-Text-to-Text • 2B • Updated • 5 -
majentik/Unlimited-OCR-MLX-6bit
Image-Text-to-Text • 1B • Updated • 29
MERaLiON speech and ASR model packs (MLX, GGUF, quantized variants) for Apple Silicon.
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majentik/MERaLiON-3-10B-MLX
Automatic Speech Recognition • Updated • 98 -
majentik/MERaLiON-3-10B-MLX-4bit
Automatic Speech Recognition • 2B • Updated • 17 -
majentik/MERaLiON-3-10B-MLX-8bit
Automatic Speech Recognition • 3B • Updated • 18 -
majentik/MERaLiON-3-10B-RotorQuant-MLX-2bit
Automatic Speech Recognition • Updated • 33
Quantized GGUF, MLX, and FP8/FP4 packs of the Qwen 3.6 model family.
Agentic 30B vision-language model from Meta, quantized for Apple Silicon with MLX.
Quantized GGUF and MLX packs of the Nemotron 3 model family (Nano, Nano-Omni, Super).
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majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-IQ4_XS
Text Generation • 32B • Updated • 20 -
majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-Q2_K
Text Generation • 32B • Updated • 29 -
majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-Q3_K_M
Text Generation • 32B • Updated • 19 -
majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-Q5_K_M
Text Generation • 32B • Updated • 25
The verified, rebuilt gpt-oss-20b RotorQuant GGUF quant family (the retired 120b tombstones are excluded).
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majentik/gpt-oss-20b-RotorQuant-GGUF-IQ4_XS
Text Generation • 21B • Updated • 151 -
majentik/gpt-oss-20b-RotorQuant-GGUF-Q2_K
Text Generation • 21B • Updated • 147 -
majentik/gpt-oss-20b-RotorQuant-GGUF-Q3_K_M
Text Generation • 21B • Updated • 86 -
majentik/gpt-oss-20b-RotorQuant-GGUF-Q4_K_M
Text Generation • 21B • Updated • 121
Automatic speech recognition and transcription/diarization MLX packs that run natively on Apple Silicon.
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majentik/cohere-transcribe-arabic-07-2026-MLX-4bit
Automatic Speech Recognition • 0.5B • Updated • 45 -
majentik/cohere-transcribe-arabic-07-2026-MLX-6bit
Automatic Speech Recognition • 0.6B • Updated • 41 -
majentik/cohere-transcribe-arabic-07-2026-MLX-8bit
Automatic Speech Recognition • 0.8B • Updated • 120 -
majentik/MERaLiON-3-3B-ASR-MLX-8bit
Automatic Speech Recognition • 1B • Updated • 38
Quantized GGUF and MLX packs of the Qwen 3.5 model family, including the 397B-A17B MoE.
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majentik/Qwen3.5-27B-RotorQuant-GGUF-IQ4_XS
Text Generation • 27B • Updated • 103 -
majentik/Qwen3.5-27B-RotorQuant-GGUF-Q2_K
Text Generation • 27B • Updated • 132 • 2 -
majentik/Qwen3.5-27B-RotorQuant-GGUF-Q3_K_M
Text Generation • 27B • Updated • 120 -
majentik/Qwen3.5-27B-RotorQuant-GGUF-Q4_K_M
Text Generation • 27B • Updated • 101
Quantized GGUF and MLX packs of the Gemma 4 family (dense and MoE variants) for local inference.
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majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-IQ4_XS
Image-Text-to-Text • 25B • Updated • 182 -
majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-Q2_K
Image-Text-to-Text • 25B • Updated • 384 -
majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-Q3_K_M
Image-Text-to-Text • 25B • Updated • 107 -
majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-Q4_K_M
Image-Text-to-Text • 25B • Updated • 407 • 1
UEmbed multimodal embedding models running dense text embeddings on Apple Silicon via MLX.
Agentic 30B vision-language model from Meta, quantized for Apple Silicon with MLX.
Qwen3-Embedding model packs in ONNX, GGUF, and MLX formats for retrieval and embedding workloads.
-
majentik/Qwen3-Embedding-0.6B-GGUF-IQ4_XS
Feature Extraction • 0.6B • Updated • 24 • 1 -
majentik/Qwen3-Embedding-0.6B-GGUF-Q4_K_M
Feature Extraction • 0.6B • Updated • 98 -
majentik/Qwen3-Embedding-0.6B-GGUF-Q5_K_M
Feature Extraction • 0.6B • Updated • 34 -
majentik/Qwen3-Embedding-0.6B-GGUF-Q8_0
Feature Extraction • 0.6B • Updated • 55
Quantized GGUF and MLX packs of the Nemotron 3 model family (Nano, Nano-Omni, Super).
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majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-IQ4_XS
Text Generation • 32B • Updated • 20 -
majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-Q2_K
Text Generation • 32B • Updated • 29 -
majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-Q3_K_M
Text Generation • 32B • Updated • 19 -
majentik/Nemotron-3-Nano-30B-A3B-RotorQuant-GGUF-Q5_K_M
Text Generation • 32B • Updated • 25
Session-verified MLX packs that passed a smoke gate against a reference implementation before publication.
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majentik/MERaLiON-3-10B-MLX-8bit
Automatic Speech Recognition • 3B • Updated • 18 -
majentik/MERaLiON-3-10B-MLX-4bit
Automatic Speech Recognition • 2B • Updated • 17 -
majentik/MERaLiON-3-3B-ASR-MLX-8bit
Automatic Speech Recognition • 1B • Updated • 38 -
majentik/MOSS-Transcribe-Diarize-MLX-8bit
Automatic Speech Recognition • 0.5B • Updated • 149 • 1
The verified, rebuilt gpt-oss-20b RotorQuant GGUF quant family (the retired 120b tombstones are excluded).
-
majentik/gpt-oss-20b-RotorQuant-GGUF-IQ4_XS
Text Generation • 21B • Updated • 151 -
majentik/gpt-oss-20b-RotorQuant-GGUF-Q2_K
Text Generation • 21B • Updated • 147 -
majentik/gpt-oss-20b-RotorQuant-GGUF-Q3_K_M
Text Generation • 21B • Updated • 86 -
majentik/gpt-oss-20b-RotorQuant-GGUF-Q4_K_M
Text Generation • 21B • Updated • 121
OCR and document-understanding MLX packs, including Unlimited-OCR and the GELab-Zero preview family.
-
majentik/GELab-Zero-4B-preview-Sico-Evolution-MLX-4bit
Image-Text-to-Text • 1B • Updated • 14 -
majentik/GELab-Zero-4B-preview-Sico-Evolution-MLX-6bit
Image-Text-to-Text • 1B • Updated • 9 -
majentik/GELab-Zero-4B-preview-Sico-Evolution-MLX-8bit
Image-Text-to-Text • 2B • Updated • 5 -
majentik/Unlimited-OCR-MLX-6bit
Image-Text-to-Text • 1B • Updated • 29
Automatic speech recognition and transcription/diarization MLX packs that run natively on Apple Silicon.
-
majentik/cohere-transcribe-arabic-07-2026-MLX-4bit
Automatic Speech Recognition • 0.5B • Updated • 45 -
majentik/cohere-transcribe-arabic-07-2026-MLX-6bit
Automatic Speech Recognition • 0.6B • Updated • 41 -
majentik/cohere-transcribe-arabic-07-2026-MLX-8bit
Automatic Speech Recognition • 0.8B • Updated • 120 -
majentik/MERaLiON-3-3B-ASR-MLX-8bit
Automatic Speech Recognition • 1B • Updated • 38
MERaLiON speech and ASR model packs (MLX, GGUF, quantized variants) for Apple Silicon.
-
majentik/MERaLiON-3-10B-MLX
Automatic Speech Recognition • Updated • 98 -
majentik/MERaLiON-3-10B-MLX-4bit
Automatic Speech Recognition • 2B • Updated • 17 -
majentik/MERaLiON-3-10B-MLX-8bit
Automatic Speech Recognition • 3B • Updated • 18 -
majentik/MERaLiON-3-10B-RotorQuant-MLX-2bit
Automatic Speech Recognition • Updated • 33
Quantized GGUF and MLX packs of the Qwen 3.5 model family, including the 397B-A17B MoE.
-
majentik/Qwen3.5-27B-RotorQuant-GGUF-IQ4_XS
Text Generation • 27B • Updated • 103 -
majentik/Qwen3.5-27B-RotorQuant-GGUF-Q2_K
Text Generation • 27B • Updated • 132 • 2 -
majentik/Qwen3.5-27B-RotorQuant-GGUF-Q3_K_M
Text Generation • 27B • Updated • 120 -
majentik/Qwen3.5-27B-RotorQuant-GGUF-Q4_K_M
Text Generation • 27B • Updated • 101
Quantized GGUF, MLX, and FP8/FP4 packs of the Qwen 3.6 model family.
Quantized GGUF and MLX packs of the Gemma 4 family (dense and MoE variants) for local inference.
-
majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-IQ4_XS
Image-Text-to-Text • 25B • Updated • 182 -
majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-Q2_K
Image-Text-to-Text • 25B • Updated • 384 -
majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-Q3_K_M
Image-Text-to-Text • 25B • Updated • 107 -
majentik/gemma-4-26B-A4B-it-RotorQuant-GGUF-Q4_K_M
Image-Text-to-Text • 25B • Updated • 407 • 1