★ FLAGSHIP MISSION
Neurelle — AI Research Assistant
Custom AI agent for 310,000+ neuroimaging files on HPC; SQLite catalog, WebSocket server, Dash/Plotly interface.
Nascent Markets — AI Agent Platform
Production multi-tenant agent orchestration: four-wave dispatcher, dual-store memory (pgvector + Qdrant), sandboxed Docker execution, multi-model routing.
Quantum Lucidity — Dreaming in Superposition
Models lucid dreaming with quantum probability theory — emotional superpositions, contextual decision collapse, and dream-recall patterns.
Multimodal ML — Risky Financial Decisions
Physiological signals + market context → 0.96 acc vs 0.89 logistic baseline; per-modality ablations, WESAD validation.
Laurier Computing Society (LCS)
Engineering team — built the society's website in React and shipped engineering onboarding tooling.
Enactus Laurier
Student-led entrepreneurial initiative using business and technology to drive social and environmental impact.
Miki's Party Server
Private server with AI agent integration, real-time syncing, and private RAG for research workflows.
HawkShop E-commerce
Modernized NetSuite platform; 47% click-through boost, 37% load time improvement; NLP chatbot prototype.
CNN on MNIST — Feature Extraction
CNN for handwritten digit classification with KNN and PCA analysis on extracted feature representations.
Personality-Based Matchmaker DB
Database-backed matchmaking system using personality assessments and compatibility scoring algorithms.
EXPLORER PROFILE
MICHELLE CHALA
STUDENT · SOFTWARE ENGINEER · RESEARCHER · NEUROSCIENTIST

MICHELLE CHALA
Hello Traveler — welcome aboard the Discovery. Launch below to explore my professional universe.