Open Access
Research Article·pp. 4787–4794·Vol. 29, Issue 10-COct 2026
Adaptive semantic guardrails : Dynamic magic square obfuscation as a positional cipher for NL2SQL environments
Rahul Kumar Sharma, Vivek Kapoor
Published Online: 31 Oct 2026DOI: 10.47974/JDMSC-3092
In this paper: Natural Language to SQL (NL2SQL) interfaces has made data far more accessible, but they have also opened up a new kind of weakness we call “Semantic Drift.” Because these systems are probabilistic, a...
