This paper proposes a secure workflow for collaborative credit scoring that integrates AI orchestration with Post-Quantum Cryptography (PQC) and Secure Multi-Party Computation (SMPC).

This research introduces ThaiSafetyBench, an open-source benchmark of 1,954 malicious Thai prompts, demonstrating that models are significantly more vulnerable to culturally contextualized attacks than generic harms.