Mechanical layer
Deterministic market-data factors and risk gates produce reproducible internal measurements.
Public explanation of the mechanical and model-assisted research layers without named comparisons.
Deterministic market-data factors and risk gates produce reproducible internal measurements.
A separate model-assisted layer may challenge context and wording. It does not place trades and is not presented publicly as a security recommendation.
Named V1/V2 rankings, score differentials and security-level outcome tracking are restricted pending specialist regulatory review.