My Projects

Production AI systems across healthcare, education, and decentralized finance.

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RSMS: Research Student Mentoring System

2025Private
PythonLangGraphLangSmithNext.jsSupabaseNeo4jMulti-AgentGPT-5-mini

A full-stack multi-agent mentoring platform currently used by research students at Ozlab, Nagoya Institute of Technology, for weekly progress report feedback. The system generates structured feedback through a Report Analyst Agent and includes an Alignment Agent that lets students challenge AI feedback with evidence-based justifications, with a supervisor-in-the-loop adaptive memory that encodes supervisor resolutions as reusable rules.

Multi-agent mentoring platform with contestable AI feedback, currently deployed with live users. Private Project.
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Ambient AI Agent System for Student Risk Management and Intervention

2025Private
PythonLangChainLangGraphFastHTMLLangSmithOpenAIVoice AIHuman-in-the-Loop

A multi-agent system for autonomous student risk identification, voice-AI outreach for intervention, and real-time human-in-the-loop workflows for supervisor oversight, supporting multiple concurrent users. The system monitors student progress signals, triages risk cases through automated routing, conducts voice-based check-ins with flagged students, and escalates to supervisors with conversation transcripts and analytics.

Ambient agent system with voice outreach and real-time supervisor oversight. Private Project.
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Toly.AI - AI-Powered DeFi Analytics Platform

2025Private
PythonLangChainFastAPIOpenAISQLRAGBlockchain AnalyticsLangGraph

Built an intelligent blockchain analytics platform that transforms complex Solana DeFi data into accessible insights through natural language queries. Combines advanced AI with real-time market analysis to revolutionize trader interactions with the Solana ecosystem.

AI-powered platform enabling natural language querying of complex DeFi data with real-time market insights
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HR Case Study: Absenteeism Insights

2024
Power BIData AnalysisBusiness Intelligence

Investigated and analyzed absenteeism trends in a medium-sized company using Power BI to identify insights and drive organizational performance improvements.

Provided actionable insights for organizational performance improvementView Project
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Financial Fraud/Anomaly Detection

2024
PythonPandasData AnalysisFraud Detection

Identified irregularities in the general ledger of a large company using rule-based analysis with Pandas, focusing on journal entries that do not net to zero.

Successfully detected anomalous transactions in company's general ledgerView Project
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Server Fault Detection

2024
PythonAnomaly DetectionGaussian DistributionNetwork Monitoring

Implemented an anomaly detection algorithm using Gaussian distribution to detect anomalous behavior in servers on a network, preventing system failures and improving performance.

Improved server performance and prevented system failuresView Project
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Diabetic Retinopathy Detection

2023
PythonDeep LearningResNetComputer VisionMedical AI

Built two deep learning models for diabetic retinopathy detection: a binary-class ResNet-50 model (85,056 fundus images) and a multi-class ResNet-18 model (44,224 fundus images).

AI software allowing faster patient diagnosis with high accuracyView Project
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Dementia Detection from Brain MRI

2023
PythonMachine LearningMedical ImagingTeam Leadership

Led a team of 20 interns in developing a dementia prediction model using brain MRI scans. Analyzed a tabular dataset of 150 subjects aged 60-96 years.

Successfully developed predictive model with team of 20 internsView Project