https://sudonull.com/flux-2-dev-gguf-q4-k-m-29-gb-vram-on-apple-silicon
Breakdown of 29 GB VRAM consumption by FLUX.2-dev GGUF model on M3 Pro. MPS-overhead, dequantization, optimizations reduce peak by 1.5 GB. Instructions for developers.
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https://sudonull.com/compression-of-glm-5-1-on-16-gb-vram-gqa-hacks
Breakdown of compressing 744B MoE model GLM-5.1 to 388 MB for T4. Fix GQA errors, config code, inference. For middle/senior dev — repeat on your hardware.
https://sudonull.com/console-ai-agent-botinok-automation-of-linux-servers
Learn about "Botinok" — a local console AI agent for Linux that automates administration tasks via SSH, using Ollama and minimum VRAM. Ideal for DevOps and system administrators.
https://sudonull.com/ace-step-1-5-music-neural-network-outperforms-suno-locally
Open-source model ACE-Step 1.5 XL generates music locally, outperforms Suno in SongEval. LM+DiT architecture, from 4 GB VRAM. Installation, benchmarks, limitations. Test it yourself for IT projects.
https://sudonull.com/qwen-3-6-vs-gemma-4-testing-on-a-local-machine
Performance comparison of Qwen 3.6 and Gemma 4 on a laptop with RTX 4070. LM Studio setup, VRAM optimization, test results. Read the guide.
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