InfiniMizar: A Software-hardware Co-optimized Inference Acceleration Solution for Devices Scenarios
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Multi-model × Multi-backend adaptation
Supports a wide range of accelerator ecosystems, including AI PCs, AMD, and NVIDIA platforms, and is compatible with heterogeneous architectures such as CPU, iGPU, dGPU, and NPU.
Intelligently identifies hardware bottlenecks, dynamically balances workloads, and enables flexible deployment across different inference scenarios.
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Edge inference acceleration
Compared with mainstream open-source frameworks, the INFINIGENCE Mizar inference engine improves first-token generation speed by up to 179% and overall text generation throughput by up to 208%, significantly reducing end-user latency.
Performance gains are achieved without sacrificing model accuracy, ensuring reliable and precise inference results.
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Edge model optimization
Provides advanced model compression and quantization capabilities, with end-to-end deployment accuracy loss kept below 2%. After hardware‑specific fine‑tuning, models achieve performance gains exceeding 30% compared with models of the same precision running on the same hardware platform.
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Intelligent Devices Solutions Built on an End-to-end Technology Stack
Diverse Form Factors and Configurations
Infinigence-AI offers four primary hardware form factors designed to
meet AI compute requirements across a wide range of intelligent Devices scenarios.
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Smart Module
Smart Module
The INFINIGENCE Smart Module is a development kit for agent applications and hardware developers. It includes inference, privacy protection, edge-cloud collaboration, and agent-framework toolchains.
Cloud gateway deployment Edge-cloud collaborative deployment Fully on-device-closed-loop deploymentContact Us
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Desktop AI Box
Desktop AI Box
InfiniClaw AI Box is AI hardware for agent ecosystems such as OpenClaw. Centered on security and cost reduction, it keeps sensitive data on-premises via privacy-preserving technologies and drastically cuts token consumption through intelligent routing between large and small models. It includes domain-specific capabilities with a wide range of chips. Available at two price tiers (thousand-yuan and ten-thousand-yuan configurations), it is extensively deployed in high-privacy scenarios such as smart office, government affairs, investment research and legal services.
Axera series Spark seriesContact Us
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AI All-in-One
AI All-in-One
The rack-mounted all-in-one appliance from INFINIGENCE compatible with mainstream domestic and overseas computing hardware as well as all-modality large language models.Equipped with the self-developed InfiniMizar inference engine, it delivers a minimum 20% increase in TPS and a minimum 30% reduction in TTFT. It comes with a visual software platform integrated with an agent framework and knowledge base, supporting one-click cluster scaling. Widely deployed in on-premise private AI scenarios including government affairs, finance, education, healthcare and other industries.
NVIDIA Platform AI All-in-One Huawei Platform AI All-in-One Domestic Platform AI All-in-OneContact Us
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FPGA
FPGA
INFINIGENCE's FPGA AI All-in-One solution is built on a proprietary heterogeneous inference architecture designed for enterprise private deployment and high-precision large-model inference. Based on FPGA technology, it employs a three-layer collaborative design—CPU for control, GPUs for task distribution, and FPGA for computation—enabling full-parameter inference for ultra-large models such as DeepSeek-R1 671B.
FPGA IP FPGA AI All-in-OneContact Us
Use Case
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AIPCLenovo × INFINIGENCE
AIPCLenovo × INFINIGENCE
By integrating INFINIGENCE's Mizar inference engine into the Lenovo PC ecosystem, users can experience high-performance AI inference directly on their devices, enabling a smoother and more responsive intelligent experience. Compared with mainstream open-source frameworks, both profill performance and decoding speed are significantly improved, resulting in faster inference and shorter output times—while maintaining full model accuracy on the device.
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AI All-in-OneH3C × INFINIGENCE
AI All-in-OneH3C × INFINIGENCE
Built on H3C's open and compatible system architecture, this solution integrates the InfiniMizar 2.0 on-device inference engine, along with a curated selection of high-quality models and a rich application portfolio. The result is an out-of-the-box, tightly integrated hardware-software solution that delivers a “pay once, use AI without usage limits” experience.
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FPGAEAGLECHIP × INFINIGENCE
FPGAEAGLECHIP × INFINIGENCE
The jointly developed FPGA AI All-in-One adopts a proprietary heterogeneous inference architecture, purpose-built for enterprise private deployment and high-precision large-model inference. Through an innovative three-layer collaborative design—CPU for control, GPUs for task distribution, and FPGA for computation—the solution enables full-parameter inference for ultra-large-scale models such as DeepSeek-R1 671B.
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Ecosystem
Infinite Computing, Accelerating the Future of AGI
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