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- Relaxation in Noisy Quantum Maps versus Classical Iterative Algorithms: A Shared Decay Law with a Divergent Semiclassical Limit
- What a Fairness Audit Must Report When Demographic Labels Are Missing: Assumption-Free Disparity Intervals, a Determinacy Rule, and a Disclosure Checklist
- Two-Level System Defects as a Random Ensemble: Counting and Dephasing Estimates for Superconducting Qubits
- Beyond the Qubit, Part II: A Constructive Research Programme for Post-Particle Computation, with Quantified Instrument Budgets, a Fano-Scale Admissibility Gate, and Embodied-Verification Pathways
- Scaling of the Hadamard Deformation Space in Concatenated 4,1,2 Iceberg Codes: Exact Counts, Skew Amplification, and Search Reduction
- Quantifying the Reuse Barrier in Published Omics Data: Dispersal, Cost, and Feasibility Models for Agent-Supported Retrieval, Reanalysis, and Synthesis
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.