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Jay Grider4h ago • 4 min read
Local LLM Security Best Practices: Beyond Basic Hashing
Local LLM security best practices often start with hashing. We download a quantized model, run...
#llmsecurity#localai#supplychain#gguf
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Patrick Hughes1d ago • 3 min read
How to Pick a GGUF Quant Level for Your VRAM Budget
Given your GPU, which GGUF quant do you actually pick? The VRAM math, a card-by-card table, and the ...
#localllm#gguf#quantization#gpu
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Patrick Hughes2d ago • 4 min read
GGUF Quantization and VRAM: How to Pick Q4, Q5, or Q8 for Your GPU (2026)
VRAM decides your GGUF quant, not vibes. How I assign Q4, Q5, Q8 across an 8GB 3070, 16GB 5070 Ti, a...
#localllm#gguf#quantization#llamacpp
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Patrick Hughes3d ago • 3 min read
Which GGUF Quant Should You Actually Pick? Q4 vs Q5 vs Q6 vs Q8 (2026)
Q4_K_M vs Q5_K_M vs Q6_K vs Q8_0. A practical decision guide for picking the right GGUF quant on con...
#localllm#gguf#quantization#gpu
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