Most of this is noise; the idea that filtering opposes basic methods for venture capital prediction is an oversimplification. It is a matter of sequence and control, not a direct opposition. A filtering network can establish initial criteria or regulatory constraints before more sophisticated models come into play. In Japan, the FSA's requirements for KYC/AML compliance are a clear example; a non-compliant cryptocurrency project would be filtered out, regardless of its success prediction strength by LLM models. It is a disciplined approach that takes precedence over speculations.