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What is PII Encapsulation?

PII Encapsulation refers to the process of separating or transforming personally identifiable information into a protected representation before AI execution. It allows AI tasks to proceed using controlled tokens or capsules instead of exposing raw identifiers directly.

SQL
SQL refers to Structured Query Language, a programming language used for managing and querying relational databases. It is fundamental in database management, data analytics, and enterprise applications.
Privacy-enhancing technologies
Privacy-enhancing technologies (PETs) are tools and techniques designed to protect users' personal information while enabling data analysis and processing. These include differential privacy, homomorphic encryption, and secure multi-party computation, commonly used in AI, analytics, and regulatory compliance.
Data Reproducibility
Data Reproducibility refers to the ability to restore and reuse the same data state that supported a previous AI execution. It depends on identifiable states, preserved context, and stable references that make repeatable execution possible.

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