@Mira - Trust Layer of AI #mira

Abstract. While AI excels at generating plausible outputs, it frequently produces

incorrect information due to the probabilistic nature of neural network-based

technologies such as large language and diffusion models. This paper introduces

a network that verifies AI-generated output through decentralized consensus. The

network transforms AI outputs into independently verifiable claims, enabling

multiple AI models to collectively determine each claim's validity. Node operators

performing these inference-based verifications are economically incentivized

through a hybrid Proof-of-Work/Proof-of-Stake mechanism to conduct honest

verification. Beyond verification, our vision extends to a synthetic foundation

model delivering error-free output. This infrastructure represents a crucial step

toward enabling AI systems to operate without human oversight—a necessary

condition for AI to achieve its transformative potential across society.