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H.264 vs H.265 in IP cameras: load on server and archive

https://sudonull.com/h-264-vs-h-265-in-ip-cameras-load-on-server-and-archive

We analyze why identical codecs in cameras produce different bitrates and load on VMS. Technical factors, encoder settings, and testing methodology.

Quantization Gemma 4 31B under 57GB Kaggle

https://sudonull.com/quantization-gemma-4-31b-under-57gb-kaggle

Learn how to load 62GB Gemma 4 31B model on Kaggle with 57GB limit: NF4, bitsandbytes and memory hacks. Get 18GB artifact for local inference. Instructions for developers.

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