Q QNFO
Independent research

QNFO

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. Every work carries a DOI, and corrections ship as new versions.

Selected works

The works QNFO leads with. Each has a permanent DOI; the full library is on papers.qnfo.org.

  1. The Joules-per-Solution Metric: Definition, Measurement Protocol, and Anti-Gaming ProvisionsEnergy-honest computing · doi:10.5281/zenodo.21637028
  2. Error Correction Is a Landauer Machine: The Thermodynamic Floor of QEC OverheadEnergy-honest computing · doi:10.5281/zenodo.22261547
  3. JPCUB Competitive Landscape v2.0 (17 platforms)Energy-honest computing · doi:10.5281/zenodo.21821767
  4. Joules-per-Solution for Stochastic and Agentic Inference (LLMs)Energy-honest computing · doi:10.5281/zenodo.21945415
  5. The Universal Ignorance AuditEpistemics of AI-assisted science · doi:10.5281/zenodo.21901984
  6. Epistemic Legibility in AI-Assisted ScienceEpistemics of AI-assisted science · doi:10.5281/zenodo.22026592
  7. Operating the Quniverse Fleet: Objectives, Successes, Failures, RoadmapAutonomous research operations · doi:10.5281/zenodo.23079905

Quni-Gudzinas, R. B. Published by QNFO. Prepared with an AI-assisted research pipeline; the author is responsible for the content.

Research Papers

The full corpus — number theory, physics, QEC and computer science — every paper with a Zenodo DOI.

Browse papers →

Knowledge Graph

8,349+ nodes mapping the conceptual structure of the research program.

Explore the graph →

Ideas — Live

Research conversations as they develop, streamed from the QNFO AI worker.

Watch ideas →

Research Archive

Persistent archival storage with DOI registration and redundant backup.

Open the archive →

License

The QNFO Unified License Agreement — open science with commercial protections.

Read the license →

Latest papers

Browse the full library →

New papers by email

QNFO is moving off the social feeds. When new research is published, subscribers get one short weekly digest — titles, links and DOIs, nothing else.