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PQC-native per-tenant KV cache encryption for multi-tenant LLM inference. ML-KEM-768 derived session keys, AES-256-GCM per-entry encryption, strict tenant isolation enforcement, automatic key rotation by entry count or time. Protects against cross-tenant side-channel reads. 34 tests passing.