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CipherGate

Built at Gemini 3 서울 해커톤 · Feb 28, 2026 · 3F Vista

CipherGate — Demo video

CipherGate | Zero-Knowledge Abuse Screening · Hard Tech / Security Contact center agents face daily harassment and threats. Traditional moderation processes raw conversations inside screening services, expanding the trust boundary and increasing data exposure risk. CipherGate asks: Can abuse be detected without reading the message? Pipeline: • Gemini 768-dim embeddings generated client-side • CKKS homomorphic encryption applied to vectors • Server performs abuse scoring entirely in ciphertext • Client decrypts score → ALLOW or BLOCK Plaintext never leaves the client. The screening service never accesses readable content. Gemini’s high-fidelity embeddings preserve semantic structure even after CKKS encrypted computation, making zero-knowledge policy enforcement viable. Privacy is enforced by cryptography — not policy. About: https://ciphergate-customer-app-kkcprzqlcq-uc.a.run.app/about Demo: https://ciphergate-customer-app-kkcprzqlcq-uc.a.run.app

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