• Migrated an internal inventory tool to a multi-agent platform (Bedrock AgentCore + OpenSearch), improving vulnerability mitigation for 10,000+ applications.
• Scaled daily data-sensitivity classification to thousands of requests with a serverless Lambda, SQS, and SNS pipeline.
• Cut chatbot first-token latency 85% (20s → 3s) with an AgentCore HTTP SSE gateway; raised user satisfaction 49% via a React UI.

Bedrock AgentCore · OpenSearch · Lambda · SQS · SNS · React

• Built a Rust CLI that batches package requests and processes them concurrently, making bulk downloads 10x faster.
• Containerized and deployed an internal monitoring dashboard with Podman and Kubernetes.
• Standardized deployment and configuration of internal services with reusable Helm charts.

Rust · Podman · Kubernetes · Helm

• Led development of an AI assistant for multi-turn malware analysis in collaboration with MITRE.
• Streamlined threat detection for user-uploaded files by building a chatbot with RAG using Elasticsearch and FastAPI.

Ollama · Llama 3 · LangChain · Elasticsearch · FastAPI

• Enabled autonomous 3D scene exploration for an AI agent by implementing a next-best-view selection algorithm in PyTorch.
• Streamlined dataset curation for image-based modeling algorithms by creating Python scripts to compile images from photorealistic virtual environments.
• Improved observability of neural rendering model training by building TensorFlow dashboards to track model performance.

PyTorch · TensorFlow · Python