HopeLoom AI Interview
An open-source AI-powered interview simulation platform with real-time AI interviewers, multi-LLM support, WebSocket communication, and distinct modes for candidate practice and company screening.
8AI/ML patents and patent-linked applied systems
ETRAEye-tracking research and VR gaze-estimation work
ICPRComputer vision and pattern-recognition publication record
PublicHopeLoom AI Interview and selected GitHub projects
Selected Work
Flagship projects and case studies.
Selected work with public code, strong product scope, research evidence, or applied impact.
Creative AI Agent Platform
At Kyoso, developing an AI agent platform for designers and creators that combines brand context, market research, OCR, multimodal LLMs, Graph RAG, tool use, memory, and deep-research workflows to support creative ideation and on-brand concept generation.
Smartwatch Heart-Risk Monitoring
Machine learning and firmware-adjacent work for smartwatch biomarker data, including private General Prognostics systems and patent-linked applied research.
VR Eye Tracking and Gaze Estimation
MASc research and follow-on computer vision work in eye tracking, pupil estimation, VR gaze accuracy, and RGB/IR vision pipelines.
ByteMentor
An AI education platform focused on personalized technical learning support, structured practice, and mentor-style guidance for programming concepts.
Experience
Applied AI across product, research, and regulated systems.
Senior AI Agent Engineer
Kyoso | 2025 - Present
Building an AI agent platform for designers and creators that combines multimodal LLMs, deep-research agents, Graph RAG, OCR, tool use, and memory to support brand-aware creative ideation and visual concept generation.
Senior AI/ML Research Engineer
Huawei - Human Machine Interaction Lab | 2020 - 2025
Led LLM agent development for intelligent image editing, browser automation, deep-research RAG systems, gesture recognition with function calling, PEFT fine-tuning, and gaze tracking.
Machine Learning Consultant
General Prognostics Inc. | 2020 - 2024
Developed ML pipelines for heart disease prediction using smartwatch data and computer vision algorithms for biological sample quality control. Contributed to multiple patents.
Senior Software Engineer
Jana Care | 2015 - 2018
Built FDA-approved smartphone-controlled robotic systems for automating blood tests, including BLE stacks on Android and ARM Cortex-M4 platforms.
Expertise
Where I tend to work best.
LLM Agents
Tool use, browser automation, deep-research systems, function calling, and workflow agents.
RAG Systems
Graph RAG, document understanding, OCR, multi-source synthesis, and report generation.
Fine-Tuning
LoRA, adapters, PEFT, custom datasets, and domain-specific model behavior.
Multimodal AI
Vision-language systems, image editing, gesture understanding, and creative tools.
Computer Vision
Gaze tracking, pupil estimation, medical imaging, segmentation, and camera pipelines.
Systems
Python, PyTorch, TypeScript, Docker, embedded/firmware-adjacent workflows, and cloud deployment.