Writing
Essays and publications
Essays
31- Mathematical Confidence in a Claims GraphEpistemology | February 13, 2026Spencer WozniakClinical 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 EmergeMetaphysics | February 7, 2026Spencer WozniakThere'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 FoundationTechnology | January 20, 2026Spencer WozniakAgentic AI System Overview 1. High-Level Architecture (Observed) The system implements a router-orchestrator pattern with specialized expert agents. The architecture consists of: Entry Point: ChatBot ...
- Why Catholics Talk About Sin: A Deeper Look at Love, Mercy, and the GospelReligion | June 19, 2025Spencer WozniakIs 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. Everyth...
- What We Really DeserveReligion | May 24, 2025Spencer WozniakI 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 NewReligion | Personal Testimony | May 20, 2025Spencer WozniakI 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
2- Accurate Predictions of Molecular Properties of Proteins via Graph Neural Networks and Transfer LearningJournal of Chemical Theory and Computation | April 24, 2025Spencer Wozniak, Giacomo Janson, Michael FeigMachine 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 SolutionsThe Journal of Physical Chemistry B | November 19, 2024Spencer Wozniak & Michael FeigThe 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...