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Seed by ByteDance

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,…

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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.

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Frequently asked

6 questions
Is Seed by ByteDance free to use?
ByteDance hasn't published pricing information for Seed1.8, and there's no indication of a free tier or trial period. The available documentation doesn't specify whether the model is accessible through paid API access or restricted to internal use. Organizations interested in deployment will need to contact ByteDance directly for pricing and availability details.
What can Seed1.8 actually do with video?
Seed1.8 processes video streams at 1 FPS while generating responses simultaneously without blocking the visual input. It handles long-video understanding, motion analysis, and perception tasks through continuous monitoring. The VideoCut tool extracts specific frames for detailed analysis, and the system can send proactive alerts based on what it observes in video feeds.
How does Seed1.8 compare to other AI models?
Seed1.8 scored 67.6 on the BrowseComp-en benchmark, outperforming other top-tier models in that evaluation. It surpassed its predecessor Seed1.5-VL across multimodal reasoning tasks and approaches Gemini-3-Pro performance levels in most evaluated benchmarks. The model combines text, image, and video processing in one system rather than requiring separate specialized models.
What coding tasks can Seed1.8 handle?
Seed1.8 includes agentic coding capabilities that modify existing code and use development tools within workflows. The system handles multi-step coding tasks that require reasoning across different files and contexts. It processes both text instructions and image inputs, which allows it to work with visual documentation or UI mockups during development tasks.
Can Seed1.8 control software through the user interface?
Seed1.8 has GUI agent capabilities that let it interact directly with graphical user interfaces. It processes visual information from screens and executes actions within software applications. The multimodal processing handles both understanding what's displayed and determining appropriate interaction steps, though specific supported platforms and automation limits aren't documented.
What's missing or limited in Seed1.8?
The 1 FPS video processing rate means Seed1.8 captures one frame per second, which won't catch rapid movements or changes in fast-paced video content. ByteDance hasn't disclosed integration options with existing development tools, cloud platforms, or enterprise systems. There's no published information about maximum video length, concurrent processing limits, or API rate restrictions that would affect production deployments.

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