Drop the venue note

Note the EMNLP 2026 Main Conference acceptance

query tower carries -ML: it is trained on the multilingual mixture

rename notice, updated call sites, pointer to the 4096-d family

Add blog post link

Add arxiv link and citation (arXiv:2603.12824)

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Fix ColPali claim; add single-vector + storage highlights

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initial commit