Writing
Essays and publications
Essays
Mathematical Confidence in a Claims Graph
Spencer Wozniak
Epistemology | February 13, 2026
Clinical documents are dense, narrative, and often ambiguous. Turning them into structured, mathematically tractable knowledge requires not just extraction, but epistemology.At Serelora, we move from ...
Why Three Must Emerge
Spencer Wozniak
Metaphysics | February 7, 2026
There's a remarkable paper by Luis Cisneros which shows that when anything differentiates, it follows an inevitable three-stage pattern: Binary Opposition: The initial split. A quantum state collapses...
Serelora Agentic AI Foundation
Spencer Wozniak
Technology | January 20, 2026
Agentic AI System Overview1. High-Level Architecture (Observed)The system implements a router-orchestrator pattern with specialized expert agents. The architecture consists of:Entry Point: ChatBot com...
Why Catholics Talk About Sin: A Deeper Look at Love, Mercy, and the Gospel
Spencer Wozniak
Religion | June 19, 2025
Is Catholicism Too Focused on Sin? Recently, I was speaking with a non-denominational friend who said something that I’ve heard echoed countless times: “Catholics are always talking about sin. Everyt...
What We Really Deserve
Spencer Wozniak
Religion | May 24, 2025
I prayed for humility. And He answered with clarity that cut through my soul like a sword: You know what you really deserve? Wrath. That message did not come to shame me. It came to free me. Because i...
Behold, I Make All Things New
Spencer Wozniak
Religion | Personal Testimony | May 20, 2025
I was raised Catholic. I went through all the sacraments. I took all the classes. But I never truly knew God. During high school, I became more and more invested in science, and I began to come to the...
Publications
Accurate Predictions of Molecular Properties of Proteins via Graph Neural Networks and Transfer Learning
Spencer Wozniak, Giacomo Janson, Michael Feig
Journal of Chemical Theory and Computation | April 24, 2025
Machine learning has emerged as a promising approach for predicting molecular properties of proteins, as it addresses limitations of experimental and traditional computational methods. Here, we introd...
Diffusion and Viscosity in Mixed Protein Solutions
Spencer Wozniak & Michael Feig
The Journal of Physical Chemistry B | November 19, 2024
The viscosity and diffusion properties of crowded protein systems were investigated with molecular dynamics simulations of SH3 mixtures with different crowders, and results were compared with experime...