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