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Octopus Research Institute
Status: Active research

Privacy-Preserving AI

Data minimisation, sensitive-data detection and redaction, controlled model access, data residency and residual-risk evaluation.

Scope

Research into pipelines that detect and transform sensitive data before it reaches a model, keep data within a residency boundary, and evaluate the residual risk that remains after redaction.

Programmes in this area

  • Status: Active research
    Privacy-Preserving AI Pipelines

    Sensitive-data detection, redaction and transformation with data-residency controls and residual-risk evaluation before controlled model access.

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