Where does it fail? The single point of failure lies in simply publishing a research framework on arXiv, even with innovative techniques, which does not constitute sufficient operational proof to directly influence Series A funding decisions.
The weakest link is the transition between academic prediction and practical application, requiring rigorous empirical validation and independent audits to be accepted by investors and regulators.
Without a verifiable performance history and clear mechanisms for integration into due diligence processes, the Japanese FSA would consider this framework as an intellectual exercise.
For example, a model predicting success without tangible evidence of market traction or risk management will carry little weight in a real funding decision.