recommendation defense

FORZA NL2SQL Defense

Fourteen plausible candidates, zero safe grains, and no answer authority until the missing crux is witnessed.

ESCALATE OWA_ABSENT answer_authorized: false

harder benchmark

Plausible is not safe

Fuzzy names, synonyms, and linkages narrow the scout path. None of them close the catalog, compression, formula, operation, or rule boundary.

14candidates remain plausible
0cross the safe-grain floor
3crux families still block SQL descent

Visual receipt: candidate evidence can cluster, but answer authority stays below the red floor.

grain verdict

Safe grain: 0

There is no "everything but one" case in this slice. Every recommended lane still needs a contract, judge, or owner-reviewed predicate before SQL descent.

defended recommendations

What we recommend

crux traps

FORZA NL2SQL Defense

Plausible is not safe

Safe grain: 0

What we recommend

Cases that stay blocked