AI's Dirty Secret: Embedding Inversion and Privacy Risks Explained

How AI embeddings have the same vulnerability as password hashes from the 1990 Important distinction: Embeddings are not cryptographic hashes, and embedding inversion attacks are not the same as password cracking. The practical risks are approximate reconstruction, similarity probing, membership inference, and matching stolen vectors against known candidate text. The hash analogy below is a simple…