Forward Validation

Record the state before the outcome.

Candidate, thesis, 5M gate, invalidation and outcome are stored forward so the framework can be judged without rewriting history.

1

Freeze

Definitions first.

2

Record

Store the live state.

3

Compare

Evaluate what happened next.

Reporting rule

No fabricated multi-market performance.

Structural rank is not presented as probability. Small samples stay small samples. Data gaps and unresolved outcomes remain visible.