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End-to-End Silicon Realization for Edge AI

Introduction

In the fast-moving field of edge AI, computation is shifting closer to the source of data to enable real-time intelligence. Demanding applications such as voice recognition and biosignal processing require ultra-low latency, high efficiency, and flexible silicon solutions beyond what off-the-shelf processors can deliver. To meet these needs, our team partnered with the client to design a custom 32 bit RISC architecture CPU core based SoC with proprietary Neural Network IP. Optimized for low power and scalability, the architecture supports diverse use cases of sensor integration and voice processing. By combining custom hardware with tailored firmware, the solution delivers seamless deployment, robust performance, and faster time-to-market. This innovation exemplifies end-to-end silicon realization, empowering next-generation edge devices with breakthrough real-time intelligence.

End-to-End Silicon Realization for Edge AI

The Client

Client
Revolutionary organization delivering first-of-its-kind ultra-efficient edge AI solution
Capabilities
Real-time voice recognition, intelligent sensor processing, and Secure Application updates
Approach
Uniting advanced algorithms with custom hardware to unlock breakthrough capabilities

Requirements & Challenges

Custom Low-Power SoC

The client required a specialized SoC capable of executing proprietary neural network models.

32 bit RISC architecture based CPU-Assisted Platforms

The solution needed to run efficiently on 32 bit CPU cores for real-time applications.

Target Applications

Voice recognition and sensor signal processing demanded ultra-low latency and robust performance.

Off-the-Shelf Limitations

Existing SoCs lacked the required performance, integration flexibility, and power efficiency.

Key Initiatives & Solutions

FPGA & ASIC Expertise

32-bit RISC CPU–based ASIC Design

Developed and integrated a 32-bit RISC CPU–based ASIC, incorporating third-party IP blocks along with customer-provided IP.

RTL Design & Verification

RTL design with expertise in Verilog/SystemVerilog/VHDL, IP core development and SoC integration, Verilator-based simulation for validation, CDC handling, low-power RTL implementation using UPF/MV techniques, and configurable, reusable IP libraries.

Physical Design & Implementation

Complete physical design implmentation from netlist to GDSII with timing closure.

Boot System & Power Mode

Boot system, power mode design, and full SoC validation

FPGA Implementation

FPGA implementation and system testing

Customer IP Integration

AI-based IP Integration

Seamless integration of AI-based IPs into 32 bit MCU

Black-box Test Suites

Black-box test suites for IPs, peripherals, and ASICs

BootROM & Security

BootROM Development

BootROM and peripheral driver development

Secure Boot

Secure Boot with authenticated firmware updates

Proprietary Protocols

Proprietary host communication protocols for firmware update and debugging

ASIC Bring-Up

Automated Testing

Automated peripheral testing for ASIC and Host MCU

Driver Integration

Driver integration and customization of peripheral drivers (I2S, SPI, I2C, QSPI, MRAM, etc.)

Firmware Updates

Firmware updates and Host MCU test firmware

Testing Frameworks

Automated testing frameworks & Use case demo applications

Firmware Optimization

Code Size Reduction

Code size reduction for memory-constrained systems

Bootloader Development

Bootloader development and DMA-enabled driver modifications

Business Value

End-to-End Realization

End-to-end silicon realization from architecture to application for Edge-AI.

Production Ready SoC

Production ready SoC with robust firmware, optimized for low power operation.

Accelerated Time-to-Market

Accelerated time to market through seamless prototyping and silicon validation.

Deep Expertise

Deep Expertise in low-power Edge AI SoC development with ARM/RISC/ARC cores.

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