The Battle of Open Platforms and Standards in Edge AI (Strategic Game)

The Power Game of Standard Setting

  • Instruction Set Competition

    • RISC-V Vector Extension:The Andes AX45MPV core achieves INT8 matrix acceleration, outperforming the ARM Cortex-M55 by 40%, with licensing costs only 1/5.

    • ARM Confidential Computing:Introduces Realm Management Extension (RME) to build hardware-isolated secure enclaves, fully adopted by Microsoft Azure Sphere.

  • Middleware Undercover War

    • Apache TVM Unity:Supports direct compilation of PyTorch models to Hexagon/ETHOS instruction sets, reducing developer code modification by 90%.

    • The Battle of Open Platforms and Standards in Edge AI (Strategic Game)
    • ONNX Runtime Mobile:Newly added over 200 NPU native operators, reducing model conversion time from 30 minutes to 3 minutes.

The Coalition of Developer Ecosystems

  • Low-Code Revolution

    • EdgeX Foundry:The Linux Foundation launches a visual AI orchestration tool, improving factory equipment access efficiency by 10 times;

    • MATLAB Edge Toolbox:Automatically generates C code compliant with AUTOSAR standards, shortening automotive ECU development cycles by 6 months.

  • Open Source Traps and Opportunities

    • Google Edge TPU:Locks in the ecosystem through TensorFlow Lite, but mandatory use of Google Cloud IoT Core triggers antitrust investigations;

    • Huawei Ascend MindSpore Lite:Open-sources 95% of the code but keeps NPU drivers closed source, with over 400 plugins contributed by the developer community.

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    • The Battle of Open Platforms and Standards in Edge AI (Strategic Game)

Paradigm Shift in Business Models

  • From Chips to Services (CaaS)

    • NVIDIA AI-on-5G:Distributes A100 computing power to edge nodes, charging operators based on inference duration ($0.01/minute);

    • AWS Panorama Appliance:Pre-packaged edge AI box, annual subscription fee of $4999 includes continuous model updates.

  • Data Value Reconstruction

    • Federated Learning Monetization:Owkin utilizes hospital data through edge nodes for pharmaceutical model training, with annual revenue exceeding $2 million for a single hospital;

    • Edge NFT:Bosch collaborates with IoTeX to generate NFTs from device operational data at the edge, with the industrial data trading market reaching an annual scale of $1.7 billion.

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