The research paper "DMind Benchmark: Toward a Holistic Assessment of LLM Capabilities across the Web3 Domain," jointly completed by DMind.ai with researchers from Zhejiang University and NTU, was officially selected for the KDD 2026 conference Datasets & Benchmarks Track, held in Jeju. Commenting on the DMind Benchmark, SMU Associate Professor of Computer Science Zhu Feida said that it provides an open and reproducible framework for evaluating AI capabilities in complex, specialised scenarios. He said that the current evolution of AI demands continuous breakthroughs in model capabilities but also the establishment of trustworthy, evaluable, and sustainable governance systems. He added that the "self-evolving financial operating system" concept proposed by Minara shares a fundamental logic with the trust and incentive mechanisms he has emphasised in his research.