AI & Machine Learning Projects

A collection of innovative AI projects showcasing expertise in LLM applications, multi-agent systems, healthcare AI, and privacy-first AI development.

Cybersecurity Risk Assessment Platform

Completed2024

Built at UB's Cybersecurity Clinic, this multi-agent AI system analyzes structured risk inputs and generates detailed markdown reports for leadership.

LangChainLangChainOllamaOllamaGPT-4oGPT-4oMarkdownMarkdownPostgreSQLPostgreSQL

AI for Patient Navigation

Completed2024

Designed a secure, persona-aware conversational agent system to assist patients with appointment scheduling, language support, chronic care, and transport issues.

OpenMRSOpenMRSLangGraphLangGraphGPT-4oGPT-4oT-RBACT-RBACPostgreSQLPostgreSQL

Nutrition Assistant AI

Live2024Demo Available

A context-aware AI nutritionist fine-tuned on books like Metabolical and Nourishing Traditions, this assistant combines RAG pipelines with user goals to deliver precise diet advice.

OllamaOllamaRAGRAGCustom DatasetCustom DatasetVercelVercel

OllamaStack – Privacy-first AI Boilerplate

Live2024

An open-source starter kit to build and deploy LLM-powered apps with privacy and performance in mind. A local-first AI stack for devs focused on control and scalability.

OllamaOllamaLangChainLangChainNext.jsNext.jsFastAPIFastAPIDockerDockerGitHub ActionsGitHub Actions

ResilienceAI – AI for Psychological Wellness

In Development2024Demo Available

An empathetic AI chatbot designed for resilience building. Trained on trauma-informed therapy content and cognitive strategies.

Fine-tuned LLMFine-tuned LLMCustom DatasetCustom DatasetLangChainLangChain

Technical Expertise

AI/ML Technologies

LangChain, Ollama, GPT-4o, RAG, Fine-tuning, Multi-agent Systems

Development Stack

Next.js, FastAPI, Docker, PostgreSQL, TypeScript, Python

Domain Expertise

Cybersecurity, Healthcare, Nutrition, Mental Health, Privacy-first AI