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Thanks! Great questions.

Formal verification: We've validated through pilot deployments and CS/DevOps teams who've stress-tested the pipeline in production.

Positional inference: Good catch. We replace PII with type-consistent tokens (e.g., [NAME], [DATE]) so format is preserved for downstream tasks, but the actual value is gone. For higher security, we offer synthetic replacement (fake but realistic values) so position and format don't leak information.

FedRAMP: Not yet certified, but the architecture supports it — runs inside customer VPC, no data leaves the environment, full audit logging. FedRAMP and StateRAMP are on our compliance roadmap after SOC2 and HIPAA. Yes, public sector is a major target market.

Internships: Not formally open yet, but email me at sukin@safekeylab.com — always interested in students working on AI security.


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