Complex ideas.
Thoughtful code.
Real impact.

An adversarial audio detection library, preparing for release on PyPI.

• Dual-layer digital signal processing (DSP) and convolutional neural network (CNN) architecture.
• Validated a mel-spectrogram and raw-waveform ensemble at 0.932 balanced accuracy.
• Won 1st place at the Devin Hackathon: Agent of Chaos in Vancouver, July 2026.
• Built with Python, FastAPI, NumPy, SciPy, and Librosa.

A voice-agent security eval built for the Micro1 Eval Hackathon.

• Mixes a second voice into everyday requests, from clearly audible to nearly hidden, then checks whether the agent does something its user never asked for.
• Ran 5,500+ graded tests on OpenAI's audio models, with audio sent as whole clips, separate turns, and live streams.
• A strict security prompt helped when all the audio arrived at once, but held up far less well when commands came separately or in live sessions.
• Built with Python, OpenAI, NumPy, SciPy, and Piper TTS.

AI-driven health insights for peritoneal dialysis patients.

• Uses official clinical guidelines to analyze vitals, ultrafiltration, nutrition, water intake, and patient-reported symptoms.
• Generates reports that provide insight into dialysate solutions, potential problems, symptoms, and when to contact a doctor.
• Built with React / Next.js, Spring Boot, FastAPI, and Anthropic.

Earn access to blocked apps by answering STEM questions.

• An Android app designed to help limit screen time through active problem-solving.
• Automated question-generation pipeline built in Python using OpenAI and Pydantic.
• Uses Supabase alongside OpenAI for the application stack.

A real-time city and traffic intelligence system deployed on AWS.

• Aggregates live information from 5+ external APIs, covering traffic, accidents, construction, natural disasters, outages, wildfires, earthquakes, and border wait times.
• A multi-agent AI pipeline processes and reasons over API responses to surface actionable incident insights.
• Natural language queries power an interactive map, with navigation and an AI radio station for traffic, weather, and sports.
• Built with React, FastAPI, Django, OpenAI, PostgreSQL, and PostGIS.

AI-powered note management across web and mobile.

• Chat with your notes using a built-in chatbot.
• Vectorization with PostgreSQL and pgvector enables semantic search.
• Extract text from images, PDFs, and documents, then summarize and categorize it.
• Angular / Ionic frontend, NestJS core API, and FastAPI AI services with OpenAI.