Mark C. Ballandies

Current RWA tokenization often relies on hybrid models that blur the lines between on-chain innovation and off-chain legal frameworks, exposing significant design gaps.

Gradient attribution in AI weather models offers a computationally validated, model-informed approach to reward allocation in participatory weather sensing, but beware: adversarial inputs can game the system.