Agree, latency,security and low power is the key at the Edge.
You want absolute real time if for example:
Driving a car,
Military use eg security of location, picking a danger such as a missile heading towards a plane etc, Drone guidance etc,
Precise robotic functions,
Space functions,
Health functions
Industrial safety, OH&S where delays can kill or injure.
The list is endless.
Having said that the cloud will have its place with non Edge functions.
Also it may well be that in many instances AKIDA can improve NVIDIA functions.
2024 BrainChip Discussion, page-6654
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