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Local Apertus assistance that answers with a verified source quotation or abstains. Synthetic procedures, reproducible Docker inference, and transparent development evaluation.
Inspect suspicious messages locally, see learned language indicators, and check destination domains before acting.
Compare pre-aligned speech using temporal acoustic evidence, genuine word alignment, MFCC features and a reproducible, openly documented engineering rubric.
A local-first queue for community sellers: prioritize overdue order promises, keep an action history, and prepare follow-up drafts without sending customer data to a server.
A merchant reconciliation prototype that makes partial payments, refunds and uncertain matches visible, with exact accounting, local imports and a clear human-review queue.
