Seed by ByteDance

Seed1

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Seed1.8 scored 67.6 on the BrowseComp-en benchmark, demonstrating strong performance in that evaluation. The system handles text and image inputs through multimodal processing designed for information retrieval, coding tasks, and graphical user interface interaction.

The model processes video streams at 1 FPS while maintaining real-time responsiveness. It doesn't block visual signal input during response generation, which means it can monitor video feeds continuously while simultaneously providing feedback. This non-blocking architecture enables proactive monitoring and alerts across extended video content.

GUI agent capabilities let the system interact directly with graphical interfaces. The agentic coding feature modifies code and uses tools within development workflows. Agentic search functionality handles complex information retrieval tasks that require multi-step reasoning. For video analysis, the model includes VideoCut, a tool that extracts and analyzes specific frames from longer content.

Seed1.8 surpassed its predecessor Seed1.5-VL across multimodal reasoning tasks. It delivers advanced performance across most evaluated benchmarks, representing significant capability in modern multimodal AI systems. The system handles long-video understanding, motion analysis, and perception tasks through its video processing capabilities.

The target use cases span organizations needing AI agents for real-world complexity. That includes teams working with video content analysis, developers requiring code assistance with tool integration, and operations requiring GUI automation. The 1 FPS perception rate makes it suitable for monitoring applications where continuous visual input matters more than high-frame-rate capture.

ByteDance positions this as a generalized agentic model rather than a narrow-purpose tool. The multimodal approach combines text, image, and video processing in a single system rather than requiring separate specialized models for each input type.