Independent research by Rowan Brad Quni-Gudzinas
What computation really costs, and what it delivers.
QNFO is the independent research imprint of Rowan Brad Quni-Gudzinas. The work asks what computation really costs and delivers: energy per correct answer (Joules-per-Solution), what an AI-assisted claim is worth (ignorance audits), and what an autonomous research system actually delivers. Corrections ship as new versions of the same paper.
Selected works
The full libraryEnergy-honest computing
Epistemics of AI-assisted science
Autonomous research operations
Quni-Gudzinas, R. B. Published by QNFO. Prepared with an AI-assisted research pipeline; the author is responsible for the content.
Latest papers
Browse the library- The Silent Radix Is Not a Key: A Security Analysis of Unknown-Radix Encoding as a Cryptographic Primitive
- The Algebraic Origin of Zitterbewegung: A Hierarchy of Ownership from Clifford Structure to Observed Oscillation
- The Adele Analogy for Epistemic Boundaries: Local Models, a Restricted Product of Representations, and a Quantified Validity Radius
- Physical Irrelevance of Uncountability: Computable Reals Suffice for Continuum Physics
- Hindsight Hierarchies for Reasoning Models: A Quantitative Yield and Trajectory Analysis of the Reverse-Engineering Self-Improvement Loop
- Relaxation in Noisy Quantum Maps versus Classical Iterative Algorithms: A Shared Decay Law with a Divergent Semiclassical Limit
Explore
Ask the corpus
Questions answered from the papers, with citations and the knowledge graph around each answer.
Work with me
Energy-per-correct-answer assessments, reviews of AI agent operations, talks, collaboration and roles.
Ideas
Research conversations as they develop, with the questions that start them.
Archive
The library by field, feeds and the tools for finding your way through it.
iPatent
A free, private-by-default assistant for drafting US provisional patent disclosures.
License
The QNFO Unified License Agreement: open science with commercial protections.