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However, Facebook’s machine learning team is also evolving. They now analyze not just like counts, but the dwell time (how long the "liker" viewed the post) and subsequent actions. The arms race between auto liker developers and Facebook is relentless, but Facebook has consistently won for business accounts.

She tried to log in. Security checkpoint. Then ID verification. Then — silence. Her digital life, erased in one algorithmic sweep.