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Sonia professional photo

Hi, I’m Sonia — Embedded Systems & AI Engineer.

I build real-time AI for edge devices and ship reliable, developer-friendly products.

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Real-time Edge AI
I care about measurable latency, throughput, and reliability on real hardware.
ML Systems, End-to-end
From training to deployment: quality, speed, monitoring, and iteration.
Clean Engineering
Maintainable codebases, clean APIs, and documentation that teams can trust.

Featured Projects

Selected work across embedded systems, vision, and full-stack AI tooling.

Smart Maintenance System Best Project Award
Watch Demo

Smart Maintenance System

Drone + rover inspection with real-time dashboard, optimized for edge devices.

ROS2VueCVJetson
YOLOv11n Jetson Nano 20 FPS
Progressive Training Research

Progressive Training (Sensors 2023)

Image-to-image research with progressive training for quality/efficiency balance.

PyTorchGANResearch
VRAM −75% FID stable Paper
Foxconn Tech Day Demo

AI Image Translation iOS App

Diffusion model-powered iOS app for real-time image translation with WSGI backend on GCP.

Diffusion modelWSGISwiftGCP
1K+ attendees Prod pipeline Realtime
3D Game Development & XR-Oriented Interaction Design

3D Game Development & XR-Oriented Interaction Design

Developed a complete 3D action game demo using Unity and C#, implementing UI/UX, gameplay flow, and boss behavior systems. Designed 3D interaction systems with low-saturation environments and high-saturation player elements for improved visual clarity and interaction consistency.

UnityC#3D ModelingUI/UX
Game demo XR interaction Visual design
Open-source Image AI Tool

Open-source Image AI Tool

Nuxt/Vue + Flask API tooling for production-ready GenAI workflows.

Nuxt 3VueFlaskWSGI
75+ stars 900+ shares 100K impressions
Embedded Scheduling Study

Embedded Scheduling Study

PREEMPT_RT latency comparisons + CUDA kernels + pipeline bottleneck analysis.

Embedded LinuxPREEMPT_RTCUDA
Latency Throughput Profiling
110K+ subscribers • 36M+ views • AI + Embedded + Full-stack

We are bmon AI.

A personal lab for shipping practical AI systems on real hardware.

Professional Photo
Hong-Yu (Sonia) Li
Embedded Systems • AI • Full-stack
Taipei / Remote Software Engineer
GitHub • LinkedIn • Email
My Goal
  • Build real-time, measurable AI systems for edge devices.
  • Turn research into deployable pipelines and usable tools.
  • Communicate complex systems with clarity and structure.
Mission
  • Reliability first: correctness, latency, image quality.
  • Engineering-driven ML: profiling, constraints, iteration.
  • Developer-friendly: clean interfaces and documentation.

Skills

Languages, systems, and AI tooling for production deployment.

Languages
C++CPythonJava TypeScriptSQL
Embedded / Systems
Embedded LinuxPREEMPT_RTROS2 CUDAOpenCV
AI / ML
PyTorchTensorFlowTransformers CLIPLLM Agents
Infra / Tools
DockerKubernetesNginx CI/CDGit

Education

University of California, Irvine
M.S. Embedded & Cyber-Physical Systems • GPA 3.95/4.0 • Dec 2025
Selected: Embedded System Software, Sensor Networks, Autonomous Systems, Machine Learning.
National Central University
B.S. Computer Science • GPA 3.91/4.0 • Jun 2023
Selected: DSA, OS, Computer Networks, Data Science.

Contact us

For collaborations, roles, or product demos.