Systems, research,
and the work behind them.

Microsoft Workloads · Agentic Cost Optimization

Licensing cost analysis, state drift checks, and human-reviewed change plans for cloud workloads.

Delivery Matching

Tracing delivery predictions, preserving BYOC lineage, and evaluating a unified ETD model.

Healthcare AI Research

Cardiac chamber segmentation, ejection-fraction quantification, and portable ultrasound interoperability.

LLM Evaluation Pipelines

Retrieval, reranking, and high-throughput benchmarking for model evaluation.

SageMaker / Bedrock Infrastructure

Dependency mapping, live system health, and containerized audit tooling for model serving.

Self-Operating Networks

AST-aware code generation and a contrastive-learning pipeline for training-data expansion.

Teaching · COMPFOR 131

Helping teach introductory programming through Python.

Data Engineering

3NF database normalization for GCP migration and a random forest model for loan outcome classification.

Client Automation

RAG customer support using company data, plus Redis caching to reduce recurring API costs.