Gianyrox
@gianyrox
Gianyrox Everywhere.
Mathematician, data scientist, AI-systems builder, and educator, applying to PhD programs in artificial intelligence. I build research tools, production software, and AI-assisted knowledge systems, from a 12.2M-row map of the research economy to open machine-learning tools that a lab can run on a laptop.
Current focusApplying to AI PhD programs: machine learning for scientific discovery, AI systems for research knowledge, evaluation of AI-assisted work, and learning methods for quantum computing.
Featured
Knowledge-Access Gradient
The Knowledge-Access GradientEvery prior technology widened access to consume knowledge. None widened access to produce it — 78K observations, 219 countriesRead the working paper →
Research Atlas
Research AtlasA 12.2M-row, provenance-tracked graph of the global research-funding economy, open and reproducibleSee the infrastructure →
R1 to R4
PhD Research DirectionsFour directions I want to work on in a doctorate: ML for scientific discovery, AI systems for research knowledge, evaluation of AI-assisted work, and learning methods for quantum computingRead the questions →
Open ML Tools
Open ML Tools for LabsSeven open-source tools that put modern ML behind a usable interface: protein stability, MD kinetics, ADMET, cryo-EM and ephys QC, and grounded literature search. Benchmarked, CPU-onlyRun one in the browser →
Nucleus
Nucleus BrainAI orchestration and research-workflow capability, human-in-the-loop evaluation and governanceSee the platform →
DerbyFishFull-time production engineering · real-time catch verification for competitive fishingJoin a derby →
Your Money Is BrokenPublished nonfiction · AI-assisted long-form research and writing on stablecoinsRead more →
Funding concentration (paper)
Paper-ranking (paper)
Funder specialization (paper)
Funding & careers (paper)
Open ML tools for labs
The Quantum Atlas
Longevity & Fitness Manual
Academic paper ranking
US obesity analysis
Selected essays
Also Building
See all engineering & research-systems work →
Books
Your Money Is Broken
How Stablecoins, the Digital Dollar, and Cross-Border Payments Are Replacing Slow Money, by Giany Rox
Pablo in Bogotá sends his mother medicine money in ninety seconds for under two dollars. Mercy in Harare
protects a women's savings club from fifty-six percent inflation in a digital dollar. Femi in Lagos closes
a hundred-thousand-dollar supplier deal from the back of a parked car. None of them care about price charts.
They are using stablecoins because the alternatives have already failed them. A case-based synthesis
of documented real-world stablecoin use.
ISBN 979-8-1966798-3-4 · 168 pp · Paperback · English · Independently published
Shop
Shop everything Books, posters, printables, World Cup 2026 collection. All in one place. World Cup 2026 Collection Brackets, fan journals, watch party kits, host city prints. June 11, July 19.Work With Me
Available now, remote contracts, 1:1 tutoring, and AI consulting.