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Your users download a 4GB AI model, the connection drops at 3.8GB, verifyfetch resumes from 3.8GB and verifies every byte. Drop-in integrity verification for Transformers.js, WebLLM, and any large file in the browser.

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TranslatedAn AI business workbench for small and medium-sized auto parts manufacturers: real product catalog, prospect discovery and evidence review, RAG-based document Q&A, multi-turn inquiries, human handoff and quotation follow-up, with reproducible tiered evaluation.