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ByteDance Seed Introduces SeedRealtime: a Native Audio-Visual Full-Duplex LLM That Watches, Listens and Speaks in One Model

ByteDance’s Seed team has introduced SeedRealtime, a native audio-visual full-duplex LLM. The model fuses audio, video and text in a single unified architecture. It interacts in real time over continuous multimodal streams, rather than one turn at a time. Seed positions it as a step toward omni-modal interaction, and claims three breakthroughs: joint audio-visual understanding, […]

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Data Annotation Outsourcing in 2026: A Complete Buyer’s Guide

Data preparation, labeling, validation, and quality assurance are required to train, evaluate, and refine models. As a result, organizations are increasingly turning to data annotation outsourcing partners to accelerate dataset curation and improve model output. In 2026, outsourcing data annotation is simply no longer a cost-saving measure; it also involves tips for choosing a vendor.

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