Rowan Brad Quni-Gudzinas

Research systems builder

Earlier work is published under Brad Gudzinas.

I build the machinery that turns messy evidence into decisions people can trust.

Selected work

The Joules-per-Solution Metric

Definition, measurement protocol and anti-gaming rules for energy per correct answer.

Error Correction Is a Landauer Machine

The thermodynamic floor of quantum error-correction overhead.

JPCUB Competitive Landscape v2.0

System-level energy estimates for 17 quantum computing platforms, from published specifications.

Joules-per-Solution for Stochastic and Agentic Inference

The same metric applied to frontier and agentic LLMs.

The Universal Ignorance Audit

A fifteen-question method for stating what a piece of research does not know.

Epistemic Legibility in AI-Assisted Science

Ignorance auditing as a governance tool for peer review.

Operating the Quniverse Fleet

Objectives, successes, failures and roadmap of an autonomous cloud research system.

Every QNFO paper is prepared with an AI-assisted research pipeline, and I am responsible for its content. Each states its claim, how it could be tested, and its status: hypothesis, estimate, tested or retracted. The full library is at papers.qnfo.org; the publications page lists the selected work.

Career

YearsRole
2024 to nowFounder, QNFO (independent research)
2023 to 2024Executive Director and Founder, Empowering Change, a nonprofit that built an LLM legal-navigation tool for self-represented litigants
2022 to 2023Platform Data Product Manager, iManage
2021 to 2022Senior Product Manager, Epsilon (Publicis Groupe)
2016 to 2021Product Manager and Senior Methods Advisor, AARP Public Policy Institute: Livability Index
2016Senior Data Scientist, The Advisory Board Company
2015 to 2016Senior Associate, Data Analytics, Deloitte Consulting
2011 to 2015Data Analyst and Research Manager, U.S. DOT Federal Highway Administration: $1.5M research portfolio; national Tour-Based Model System
2004 to 2011GIS analyst, systems planner and consultant: Cross County Connection TMA, Delaware Valley Regional Planning Commission, IBI Group

M.S., City and Regional Studies, Rutgers University (2008). B.A., Urban Studies and Community Planning, Rutgers University-Camden (2004). Full CV.

Exploratory theory

Interactive demos from the ultrametric theory line. They explore hypotheses; they are not results.

Bruhat-Tits QEC: Staircase RedundancyRedundancy on an ultrametric code grows in discrete steps. Source and tests
Ultrametric AI: proof of conceptAttention shaped by p-adic valuation trees. Source
Two Ways of MeasuringDistance, memory and fault tolerance in two geometries. Source
The Hierarchical UniverseA geometric framework for hierarchical structure. Source
The Road Not TakenA counterfactual history of ultrametric quantum mechanics. Source