Personal Projects
1. Job Application Platform, Powered by GenAI
- Analyzes resume against job description, reports job match compatibility, and generates customized cover letter based on a template
- Extends beyond LinkedIn Premium Job feature
2. Document Comparison, Powered by RAG
- Analyzes the difference between large pdfs
- Uses LLM to summarize key differences
- Interactive chat to drill down to detailed comparison analysis
3. Your Digital Twin, Powered by Agentic AI [Hugging Face Spaces]
- Ingests content from your website, focusing on professional expertise, work, and hobby
- Allows a user to interact with your digital twin that mimics your personality
- Work in progress: inclusion of broad data source like text, email, social media; conversational AI
4. Disease Prediction Based on Biomarker Data, Powered by Graph Neural Networks (GNN) [Github]
- Constructs a knowledge graph linking biomarker data and diseases
- Trains a GNN to predict disease risk
Work Projects at AWS
1. Enterprise Search Solution for the Cable Industry, Powered by RAG
- Ingest and chunk 400 docs, create embeddings stored in Amazon Kendra for search and retrieval
2. Cable Industry's First Agentic AI System with Tool Use and RAG [Blog]
3. Network Observability, Network Performance, and Alarm Resolution
- Agentic AI powered search through knowledge base of past resolutions, documents, standard operating procedures
- Work in progress: Root cause alarm correlation – fine-tune SLM on customer RCA data; correlate root cause vs. consequential alarms vs. unrelated alarms
- Work in progress: LLM-powered SQL query generation to search Wi-Fi, cable access, and core network databases, and identify high latency links
4. "Building Generative AI Products", SCTE Expo Paper, 2024 [Paper]
5. "Agentic AI Master Class", SCTE Expo, 2025
6. Seven Invited Industry AI Panels, Interviews, and Keynote Presentations in 2024 and 2025