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Vimal Nakrani PRO
vimalnakrani
·
AI & ML interests
Local LLM inference & quantization (GGUF/MLX) · auditable AI systems · LLM agent security · data pipeline reliability
Recent Activity
updated a Space about 22 hours ago
vimalnakrani/Llama-AuditLM updated a dataset 7 days ago
vimalnakrani/trace-forge-kimi-k3-dry-v0 published a dataset 7 days 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
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vimalnakrani/unlimited-ocr-6bit-mlx
Image-Text-to-Text • 1B • Updated • 132 -
vimalnakrani/unlimited-ocr-8bit-mlx
Image-Text-to-Text • 1B • Updated • 53 -
vimalnakrani/unlimited-ocr-4bit-mixed-mlx
Image-Text-to-Text • 0.9B • Updated • 42
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 • 245 • 1 -
vimalnakrani/unlimited-ocr-6bit-mlx
Image-Text-to-Text • 1B • Updated • 132 -
vimalnakrani/unlimited-ocr-8bit-mlx
Image-Text-to-Text • 1B • Updated • 53 -
vimalnakrani/unlimited-ocr-4bit-mixed-mlx
Image-Text-to-Text • 0.9B • Updated • 42
spaces 4
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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
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vimalnakrani/HY-Embodied-0.5-6bit-mlx
Image-Text-to-Text • 1B • Updated • 37
vimalnakrani/HY-Embodied-0.5-5bit-mlx
Image-Text-to-Text • 1B • Updated • 42
vimalnakrani/HY-Embodied-0.5-8bit-mlx
Image-Text-to-Text • 1B • Updated • 33
vimalnakrani/HY-Embodied-0.5-bf16-mlx
Image-Text-to-Text • 4B • Updated • 40
vimalnakrani/hy-embodied-mlx
Updated
vimalnakrani/unlimited-ocr-gguf
Image-Text-to-Text • 3B • Updated • 3.3k
vimalnakrani/unlimited-ocr-4bit-mixed-mlx
Image-Text-to-Text • 0.9B • Updated • 42
vimalnakrani/unlimited-ocr-4bit-mlx
Image-Text-to-Text • 0.9B • Updated • 32
vimalnakrani/unlimited-ocr-6bit-mlx
Image-Text-to-Text • 1B • Updated • 132