Edge AI Hardware Shared Mining

• Allowing robots/NPU/camera ends to perform sampling, preprocessing, lightweight inference, and few-shot training under privacy conditions.

• Edge SDK (task sandbox/differential privacy/quality assessment) + PoU measurement + incentive allocation.

• Connecting real-world long-tail scenarios to supplement data and micro computing power supply.