HopeLoom AI Interview
An open-source AI interview simulation platform with real-time AI interviewers, multi-LLM support, WebSocket communication, and separate modes for candidate practice, company screening, and invited candidate interviews.
Featured AI Products
Public projects and product case studies.
AI systems spanning real-time interaction, agent orchestration, multimodal understanding, and practical user workflows.
ByteMentor
An AI education platform focused on personalized technical learning support, structured practice, and mentor-style guidance for programming concepts.
AI Agent Platform for Creative Workflows
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 visual concepting.
Slideo AI
A collaborative AI presentation-generation project that turns documents into slide decks with document parsing, AI content planning, real-time collaboration, and PowerPoint export workflows.
Agent Systems
LLM agents from applied research environments.
Selected proprietary work is presented as case studies, with technical scope described at a public-safe level.
System-Level LLM Agents
Led LLM agent development for system applications such as intelligent image editing and color recommendation tools, combining open models, tool use, and user-context understanding.
Deep Research Agent
Designed a RAG-based research agent for report creation with smart editing, multi-source merging, automated visualization, and model routing across reasoning and generation models.
Workflow Automation Agent
Built an LLM-based browser automation agent that interprets recorded workflows, reasons over HTML, identifies target elements, and executes actions across websites.
Gesture Recognition With LLM Function Calling
Integrated gesture recognition models with LLM function calling to interpret stylus gestures and map them to application actions in creative tablet workflows.
Healthcare ML And Devices
Applied machine learning for medical and wearable systems.
Healthcare work includes wearable biomarker modeling, medical imaging, firmware-adjacent systems, and patent-backed device pipelines.
Cardioid Algorithm ML
Machine learning work for heart-risk and renal-risk monitoring using smartwatch biomarker data at General Prognostics.
Smart Sampling
Algorithm work for efficient sampling strategies in medical and wearable data pipelines.
Watch Firmware
Firmware-adjacent work supporting smartwatch-based sensing and health-data collection workflows.
RetiSpec Project
CNN-based binary classification using RGB and near-infrared image inputs, with YACS configuration, TensorBoard logging, and evaluation artifacts.
IoT-Enabled HbA1c Medical Device
Robotic and IoT-enabled medical device work for remote HbA1c testing from finger-prick blood samples, including embedded and mobile integration.
Diabetic Retinopathy
Code related to exudate segmentation in retinal fundus images for diabetic retinopathy detection.
Computer Vision And HCI
Eye tracking, gaze estimation, and visual perception projects.
Computer vision work spanning VR eye tracking, pupil estimation, retinal imaging, scene perception, and human-computer interaction.
Advanced Computer Vision for Gaze Tracking
Research and deployment of gaze tracking methods for VR, desktop, and mobile settings, including RGB/IR camera pipelines and accuracy improvements.
Pupil Center Estimation
CNN architecture for estimating pupil centers from infrared smartphone eye images, including image enhancement experiments and mean pixel error analysis.
Lane Detection
Semantic-segmentation approach to lane detection using BDD100K images, generated labels, model outputs, and feature-map visualizations.
Emotion Classification
Computer-vision project for emotion classification experiments and model evaluation.
Formal Evidence
Papers, thesis, and patents.
Selected publications and patent-backed systems connected to the project areas above.
Conference
CSA-CNN: A Contrastive Self-Attention Neural Network for Pupil Segmentation in Eye Gaze Tracking
Conference
Detection and Correspondence Matching of Corneal Reflections for Eye Tracking Using Deep Learning
Journal
Exudates Segmentation in Retinal Fundus Images for the Detection of Diabetic Retinopathy
Conference
Effect of Different Signal Processing Techniques on a Calibration-Free Pulse Oximeter
Patent
Multi-modal interaction for selecting semantic regions in agent-based image editing
Patent
Methods for cross-media configuration on virtual keyboard theme
Patent
A method for cursor positioning with gaze-assisted pen interaction
Patent
Methods and systems for multi-camera corneal reflection gaze system
Patent
Methods and Systems for Gaze Tracking using One Corneal Reflection
Patent
Methods and Systems for Gaze Tracking and Gaze Tracking calibration
Patent
Prediction of blood renal diseases using digital biomarkers
Patent
Methods and Systems for Gaze Estimation
Patent
Methods and systems for gaze-assisted interaction
Patent
Quality control of user-generated biological sample cards