Why Security Systems Choke On Video And How VPUs Fix It

Your cameras might be "AI ready," but your security stack can still grind to a halt for a simple reason: video has to be decoded, resized, and converted before any AI model can use it. That invisible work is where many surveillance systems hit their limits, even when GPUs are already reserved for inference. In this episode, we sit down with Isaac Connor, longtime open source developer and one of the driving forces behind ZoneMinder, to explore how CCTV and video management systems have evolv...