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  • ChainStream enables streaming submodel chaining inference for large language models on mobile and desktop devices with cross-platform support.
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    What is ChainStream?
    ChainStream is a cross-platform mobile and desktop inference framework that streams partial outputs from large language models in real time. It breaks LLM inference into submodel chains, enabling incremental token delivery and reducing perceived latency. Developers can integrate ChainStream into their apps using a simple C++ API, select preferred backends like ONNX Runtime or TFLite, and customize pipeline stages. It runs on Android, iOS, Windows, Linux, and macOS, allowing for truly on-device AI-driven chat, translation, and assistant features without server dependencies.
    ChainStream Core Features
    • Real-time token streaming inference
    • Submodel chain execution
    • Cross-platform C++ SDK
    • Multi-backend support (ONNX, MNN, TFLite)
    • Low-latency on-device LLM
    ChainStream Pro & Cons

    The Cons

    Project is still a work in progress with evolving documentation
    May require advanced knowledge to fully utilize framework capabilities
    No direct pricing or commercial product details available yet

    The Pros

    Supports continuous context sensing and sharing for enhanced agent interaction
    Open-source with active community engagement and contributor participation
    Provides comprehensive documentation for multiple user roles
    Developed by a reputable AI research institute
    Demonstrated in academic and industry workshops and conferences
  • Get fast, private ChatGPT access on multiple platforms with Halist AI.
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    What is Halist Browser AI?
    Halist AI provides users with seamless and private access to ChatGPT technology. This tool is equipped to work on multiple platforms including web, desktop, mobile, and Chrome. By leveraging OpenAI's GPT-3 and GPT-4 models, Halist AI ensures quick responses, email handling, creating summaries, and more. Its primary goal is to enhance user productivity by incorporating AI assistance directly into daily tasks.
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