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magnaprog/README.md

Welcome to Kevin Lee's GitHub Page

I build agentic AI and solve complex time-series and signal processing problems for NASA and Lockheed Martin Space and Earth science missions.

Focus: Agentic Orchestration, Quantitative Research, Variational Autoencoder, Scientific Reasoning, Anomaly Detection, State Estimation

Tooling: Python / MATLAB / C++ / R

LinkedIn Google Scholar


Note: Many of my repositories are private due to research, collaboration, or organizational constraints. Recruiters and potential collaborators are welcome to contact me if you would like to learn more about my experience, project scope, or technical contributions.

Research Spotlight

  • Physics-Informed Convolutional Autoencoder for Solar Wind and Space Weather NASA
  • Reasoning With a Star: Heliophysics Dataset and Agentic Benchmark NeurIPS
  • Agentic AI for Near-Real-Time Ocean Hazard Assessment NOAA
  • An Intelligent Toolbox for Multi-Scale Oceanography Analysis NOAA
  • Agentic Orchestration System for Heliophysics Tasks NeurIPS
  • Earth Representations Transfer to Titan SAR arXiv
  • Satellite Telemetry and Time-series Anomaly Detection arXiv

Featured Projects

Project Description Link
PISCES: Physics-Informed Solar-wind Convolutional autoEncoder for Space-weather Anomaly Detection and Early Warning Physics-Informed Machine Learning GitHub
CETUS: How Far Do Representations Trained on Earth Transfer to Cassini SAR of Titan? Foundation Model Evaluation GitHub
Reasoning With A Star: Agentic benchmark for NASA's Heliophysics Benchmark and Evaluation Hugging Face
Agentic AI for Near-Real-Time Ocean Hazard Assessment Agentic System GitHub

Current Focus

  • Signal processing with AI/ML and traditional statistical learning algorithms
  • Agentic systems and platforms
  • Quant trading and research
  • Open to: research collabs and industry roles in AI/ML

Pinned Loading

  1. CETUS CETUS Public

    Python

  2. PISCES PISCES Public

    Physics-Informed Convolutional Autoencoder for Solar-Wind Anomaly Detection and Space-Weather Early Warning

    Python 1

  3. quantcortex quantcortex Public

    Portfolio research, backtesting, and paper trading.

    Python

  4. vae-skip-reparam vae-skip-reparam Public

    Code and figure inputs for An Input Skip Can Reparameterize a VAE Without Improving the Generator, NeurIPS PriGM 2026.

    Python