If you see IQ, it stands for 'importance-aware' quantization, which generally performs better than standard K-quants when you're forced to go to very low bit rates like 3-bit. #selfhosting #batchinference #llm #quantization #gguf #localai 2/2

That is why we built batch jobs to resume from the exact line they left off—no babysitting, no restarting from zero. #batchinference #selfhosting #gpuoptimization #llmops #localai #automation 2/2

When you're using an AI coding assistant, which do you prioritize more: the absolute highest reasoning capability of a frontier cloud model, or the privacy and zero-latency feel of a model running on your own hardware?

#selfhosting #batchinference #gpuoptimization #llm #localai #privacyprivacy

Below 4 bits, the quality drops sharply, and 2-bit models often produce visibly degraded text. If you are choosing a quant, aim for 4-bit to maximize efficiency without sacrificing coherence. #gpuoptimization #batchinference #selfhosting #quantization #llm #modelcompression 2/2