About Me
I'm Z Bajraktari Schwab, a Grinnell College '27 student, double majoring in Physics and Computer Science. I'm currently doing ML-accelerated catalysis research under the Montemore group @ Tulane.
My work spans computational materials science, machine learning, and physical AI. I'm broadly fascinated by how physics frameworks—nonlinear dynamics, chaotic systems, energy landscapes—can inform the way we build and understand spatially and temporally-aware models. In my spare time, I like reading, oil painting, and playing classical piano.
Projects
AI Paper Generator
- Multi-agent Python application that converts unstructured notes into Nature-style academic papers
- Writer-editor agent loop with human-in-the-loop revision and LaTeX output
- Containerized a local LLM with custom parameters for secure inference
- Implemented KV-caching optimization to reduce compute overhead when switching between agents
- Built an interactive Streamlit frontend
- Scripted a data pipeline to process thousands of open-access Nature papers for training dataset
Double Pendulum Simulator
- Derived Lagrangian equations of motion for double pendulum system
- Implemented Runge-Kutta 4 integrator from scratch for second-order ODEs in C
- Built SDL2 simulation with adjustable system parameters displaying chaotic pendulum dynamics
Max Lyapunov Exponent Analysis of Chaotic Systems
- Derived analytical Lagrangian equations of motion and Jacobian matrices for damped driven and double pendulum systems to enable numerical analysis
- Coded Runge-Kutta integrators tracking system trajectories and deviation vectors with periodic renormalization to quantify chaos
- Built high-performance Python solver using multiprocessing and JIT compilation, achieving 150x speedup for maximum Lyapunov exponent calculations
- Analyzed parameter-dependent chaos transitions to compare chaotic and non-chaotic regimes in driven damped and double pendulum systems
Papers
Maximum Lyapunov Exponents for Different Systems Download Code [undergoing edits]
What I'm Doing Now
- Teaching myself basic graph theory from Combinatorics and Graph Theory
- Going through the Dive into Deep Learning textbook to understand deep learning from first principles
- Playing Liszt's Consolations
Contact Me
email: zanaschwab@gmail.com