Projects
A mix of production systems, research, and public-interest work.
AI / ML / Systems
Production ML, open source, research
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Real-time text-to-ambient-music generation on edge devices. Fine-tuned Gemma 3 270M with SFT + GRPO.
PythonHuggingFace TRLModalCLAP -
MonitorIntent
B2B lead generation platform that monitors LinkedIn activity, identifies high-intent prospects, enriches them with company signals, and pushes qualified leads to CRMs. Delivered 3,000+ qualified leads to 7 paying customers.
PythonAWSRedisPrefectLLM Orchestration -
Vatch
Voice AI platform with low-latency live transcription (Deepgram), streaming TTS, and LLM-driven conversation flow for automated data collection and live agent handoff.
TypeScriptPythonDeepgramWebSocketsTwilio
Community
Meetups, events, organizing
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AI Tinkerers Waterloo
Co-organizer of the Waterloo chapter of AI Tinkerers - a community of AI engineers and researchers building real systems, sharing unfinished work, and pushing the practical limits of modern models.
Experiments
Interactive visualizations, prototypes
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ClaudeDown
Real-time Claude AI complaint tracker. Monitors Twitter/X for complaint spikes and compares against historical baselines.
Durable ExecutionDBOSPythonTypeScriptSQLiteLitestreamTwitter API -
Interactive, CRT-styled simulation of the X 'For You' recommendation pipeline. Runs transformers in-browser to compute embeddings and visualize them as colors in real time.
ReactTypeScriptGSAPXenova TransformersZustand