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Homomorphic encryption enables performing calculations on ciphertext, producing encrypted results that, when decrypted, match operations performed on plaintext. Critical for privacy-preserving cloud computing, secure voting, and confidential AI inference. Still computationally intensive but advancing with research and hardware acceleration.