This certificate evaluates a narrowly defined claim:

The committed proprietary base-signal pipeline produced the declared historical gross expectancy on the specified verified and precommitted sample.

Transaction costs, live execution, real-money performance and the undisclosed downstream proprietary layer are outside this certificate's claim boundary.

Those factors remain relevant to practical deployment but do not, by themselves, contradict a correctly verified historical gross base-edge result.