Article
Vimal Nakrani PRO
vimalnakrani
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AI & ML interests
Local LLM inference & quantization (GGUF/MLX) · auditable AI systems · LLM agent security · data pipeline reliability
Recent Activity
updated a Space about 2 months ago
vimalnakrani/Llama-AuditLM updated a Space 2 months ago
vimalnakrani/Llama-AuditLM updated a dataset 2 months ago
vimalnakrani/trace-forge-kimi-k3-dry-v0Organizations
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Measured CER/WER ladders vs BF16 for baidu/Unlimited-OCR: MLX and GGUF quants, incl. the BF16 references the ladders are measured against.
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vimalnakrani/unlimited-ocr-bf16-mlx
Image-Text-to-Text • 3B • Updated • 26 • 1 -
vimalnakrani/unlimited-ocr-6bit-mlx
Image-Text-to-Text • 3B • Updated • 16 -
vimalnakrani/unlimited-ocr-8bit-mlx
Image-Text-to-Text • 3B • Updated • 9 -
vimalnakrani/unlimited-ocr-4bit-mixed-mlx
Image-Text-to-Text • 3B • Updated • 27
Runtime and measured quantization ladder for tencent/HY-Embodied-0.5 - bf16 reference and 4/5/6/8-bit MLX weights, measured pointing accuracy.
Measured CER/WER ladders vs BF16 for baidu/Unlimited-OCR: MLX and GGUF quants, incl. the BF16 references the ladders are measured against.
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vimalnakrani/unlimited-ocr-bf16-mlx
Image-Text-to-Text • 3B • Updated • 26 • 1 -
vimalnakrani/unlimited-ocr-6bit-mlx
Image-Text-to-Text • 3B • Updated • 16 -
vimalnakrani/unlimited-ocr-8bit-mlx
Image-Text-to-Text • 3B • Updated • 9 -
vimalnakrani/unlimited-ocr-4bit-mixed-mlx
Image-Text-to-Text • 3B • Updated • 27
spaces 4
Sleeping
Agents
AuditLM — Verified-Citation Recommender
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Verified-citation recommender for US audit (PCAOB/SEC)
Sleeping
stillwarm — KV-cache restore demo
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Ask a question about a preset document and get an answer
Build error
SuperKart Sales Forecast Frontend
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Predict sales for products in stores
Sleeping
Superkart Sales Forecast Api
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models 13
vimalnakrani/HY-Embodied-0.5-4bit-mlx
Image-Text-to-Text • 4B • Updated • 17
vimalnakrani/HY-Embodied-0.5-6bit-mlx
Image-Text-to-Text • 4B • Updated • 13
vimalnakrani/HY-Embodied-0.5-5bit-mlx
Image-Text-to-Text • 4B • Updated • 11
vimalnakrani/HY-Embodied-0.5-8bit-mlx
Image-Text-to-Text • 4B • Updated • 11
vimalnakrani/HY-Embodied-0.5-bf16-mlx
Image-Text-to-Text • 4B • Updated • 10
vimalnakrani/hy-embodied-mlx
Updated
vimalnakrani/unlimited-ocr-gguf
Image-Text-to-Text • 3B • Updated • 4.1k • 1
vimalnakrani/unlimited-ocr-4bit-mixed-mlx
Image-Text-to-Text • 3B • Updated • 27
vimalnakrani/unlimited-ocr-4bit-mlx
Image-Text-to-Text • 3B • Updated • 17
vimalnakrani/unlimited-ocr-6bit-mlx
Image-Text-to-Text • 3B • Updated • 16