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omni-macos enables on-device omni-modal search on Apple Silicon Macs

By PulseAugur Editorial · [1 sources] ·

Researchers have developed omni-macos, a novel on-device omni-modal search engine designed to run entirely on Apple Silicon Macs. This system integrates text, code, documents, images, audio, and video into a unified representation space, ensuring that all data remains local to the user's machine. It features a background indexer and an interactive search box that operates within a user-defined memory budget, optimizing performance by re-encoding only changed chunks and utilizing smaller units for the GPU during typing. AI

IMPACT Enables private, on-device AI search capabilities for multimodal data on personal computers.

RANK_REASON The item is an arXiv preprint detailing a new technical approach to on-device search. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.IR (Information Retrieval) →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

omni-macos enables on-device omni-modal search on Apple Silicon Macs

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The item is an arXiv preprint detailing a new technical approach to on-device search. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.IR (Information Retrieval) TIER_1 Română(RO) · Han Xiao ·

    omni-macos: On-Device Omni-Modal Search on Apple Silicon

    A search engine that embeds text, code, documents, images, audio and video into the same representation space has to run its encoder and keep its index somewhere, and almost every component built for the purpose assumes a server. We present omni-macos, which runs that whole engin…

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