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RYUN Engineering & Research

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Things we built, measured, or got wrong. Written by the developer, dated, and updated in place when code or benchmarks change.

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#privacy
·9 min

Why Bring-Your-Own-Key (BYOK) Architecture Protects Candidates from AI Training Loops

When candidates upload resumes to closed AI SaaS platforms, personal salary history and patent drafts often enter fine-tuning pipelines. Here is how direct client-side BYOK API calls enforce enterprise zero-retention policies, reduce audit costs to $0.003, and protect candidate privacy.

Oct 15, 2026Read
Blog & Engineering Notes | RYUN