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- Zitterbewegung as Archimedean–2-adic Channel Mixing: A Conjectural Adelic Framework and Its Testable Consequences
- Completion-Invariance of Physical Ontology: The Rational Base Field in Quantum Foundations
- Cross-Model LLM Convergence as Bayesian Evidence for Scientific Claim Correctness: A Formal Framework, Worked Derivations, and a Calibration Protocol
- Non-Anthropocentric Natural Units for Area and Information in Holographic Entropy Bounds
- Is the Harmonic Oscillator an Infrared Attractor in All Places? A Place-Resolved Analysis of the Harmonic Paradigm
- Compression Versus Consilience in Recursive Model-Generated Corpora: A Break-Even Analysis
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.