Vincent Couey · Toledo, Ohio

Deep
Synthesis

“Mathematics is the art of giving the same name to different things.”
-- Henri Poincaré, Science and Method (1908)

Everything I work on lives here. Research in three fields, a set of free tools, and a small network of reference sites, all run by one person in Toledo and held together by a single way of working: commit the thresholds before running anything, put the work through real review, and publish what the data actually says instead of what would sell. The bet is that a careful method can do real work in fields that never talk to each other, and leave the people who use it better off than they were. So far it has held. The first physics paper was endorsed on arXiv by a senior geometer at TU Vienna, and the rest of the site is the evidence.

Right now in flight

Lattice, and the research behind it.

Full /now status
Applied · turning a profit● Revenue on the board

Lattice

My first venture that is actually returning money. A network of fourteen niche reference sites running on one engine under one byline. Self-serve sponsor checkout is live, with paying sponsors on the board (Bluedot, DeeVid, and inbound vendor placements), and every article cites primary sources over fourteen first-party data studies.

See the network
14
Sites live
950+
Sourced stats
1
Byline
And the three research domains underneath it
Physics● Active

Substrate Geometry

Classical geometric primitives, iterated on to improve real engineering substrates. Three papers live on arXiv (the developable-roller study, the engineering evaluation of the mono-monostatic catalog, and the Gömböc catalog), endorsed on arXiv by Georg Nawratil (TU Vienna). The methodology paper is under review at the SMAI Journal of Computational Mathematics; the TPMS heat-exchanger paper (25.6x mean-temperature advantage) is under review at Elsevier Results in Engineering.

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Tradition● Live · deepening

Hekhal & Targum

The reference and the research have grown into their own domain lately. Hekhal is a 223-page cross-tradition reference under a three-tier editorial law; the Targum engine behind it has produced three tradition-side papers, including the first public-domain English of the canonical Heikhalot Rabbati and a full parallel edition of al-Insān al-Kāmil across all 63 chapters.

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Chemistry● Shipping

hERG QSAR

Paper I live on ChemRxiv (DOI 10.26434/chemrxiv.15003259/v1), OSF pre-reg public. Paper II in moderation: the three-family data-landscape across 59 psychedelic-class compounds. Companion translation article live on omnirx.org.

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One methodology, three substrates.About →Publications →Endorsements →Get involved →
Featured

My recent work

DataJuly 2026

What the AIs actually recommend, measured.

The AI Disagreement Index asks eight models the same buyer questions and scores how much they actually agree. The answer: moderately, and it falls apart on the frontier. A Fleiss κ of 0.41, mean pairwise agreement of 0.44, and models that contradict themselves about three times in four. Near-consensus on the mature categories, a five-way split on the emerging ones. It sits inside a 15-dataset portfolio data portal where every figure is open-licensed and carries a permanent DOI.

8 modelsFleiss κ = 0.4115 datasetsDOI on every figure
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TraditionJune 2026

A complete English of al-Jīlī, line by line.

The Targum engine finished a full parallel Arabic / English edition of all 63 chapters of al-Jīlī's al-Insān al-Kāmil, a foundational Sufi text that had no complete public-domain English until now. Two-witness collated, every Qur'an locus verified against the source, and published as a provisional, openly correctable v0.9. This is what the translation domain looks like when the same commit-and-audit discipline gets pointed at a sacred text instead of a geometry.

Targum engineFirst public-domain English63 chaptersTwo-witness collated
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PhysicsApril 2026

Geometry as a guarantee.

Watching a physics interview, I ran into Paul Schatz, the Swiss engineer who discovered the oloid in 1929: a shape where every point on its surface touches the ground exactly once per rolling cycle. That stuck with me. You can delay a part failing by changing what it is made of, but you can sometimes design the failure out entirely by changing its shape. What followed was a pre-registered program, hardened by adversarial review, that earned an arXiv endorsement from a senior TU Vienna geometer and turned up a 25.6x thermal advantage that rewrote the headline of its own paper mid-experiment.

Pre-registeredEndorsed on arXiv25.6x Thermal AdvantageOracle Framework
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The work

Each card is a real project that shipped, with live numbers you can go check yourself.

Physics

Substrate Geometry

Taking classical geometric primitives and iterating on them to improve real engineering substrates

Three preprints live on arXiv (developable rollers, a verified mono-monostatic catalog, an engineering evaluation) · endorsed on arXiv by Georg Nawratil, TU Vienna · Catalog v2 carries the regime-structure finding (an open mono-monostatic regime across three k-families) · methodology paper under review at the SMAI Journal of Computational Mathematics · a TPMS heat-exchanger study under review at Elsevier Results in Engineering, with a measured 25.6x mean-temperature advantage

Chemistry

hERG QSAR

Architecture-specific QSAR failures on psychedelic-class compounds

Paper I LIVE on ChemRxiv · DOI 10.26434/chemrxiv.15003259/v1 · OSF pre-reg uwvx4 Public · Paper II submitted to ChemRxiv 2026-05-24 (in moderation, v13) · cross-family data-landscape across 59 compounds (3 families) · companion article live on omnirx.org

Tradition

Hekhal

Open cross-tradition mystical / esoteric reference

Live at hekhal.org · 223 pages · 7 spread-readers · 15 corpora · 3-tier editorial law · Bookshop affiliate layer live · /targum bilingual-text pipeline · W3C webmention sender · Astro on Cloudflare Pages

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Number Theory

Prime-Gap Probe

Does the prime-gap sequence carry structure beyond its average?

Computational characterization study · two independent observables (topological persistence + graph-Laplacian spectrum) · pre-committed thresholds tested against Poisson / GUE / uniform baselines · benchmarked to Watson 2025 · manuscript on file, preprint pending

Applied

Lattice

A network of niche reference sites, one engine, one byline

14 sites in production · 3 clusters · self-serve Stripe sponsor checkout live · sponsorship revenue crossed (Bluedot, DeeVid, and inbound vendor placements) · 14 primary-source data studies + 950+ sourced stats · every article cites primary sources · Constitution v1.3

The domains

The same working method -- commit the thresholds up front, have it torn apart in review, and report what the data actually says -- pointed at four pretty different fields. Whether the finding is positive or null, it gets published either way.

Physics
Rolling-contact mechanics and mono-monostatic shapes
Chemistry
Where hERG safety models quietly fail
Tradition
Translating difficult mystical texts, frame declared
Number Theory
Testing prime gaps for hidden structure (exploratory, preprint pending)
Public goods

Free tools

These aren't lead magnets. They're real tools I built to solve real problems for real people, running on the same engine as anything I charge for. No signup, no paywall, no data collection, and no plan to ever add one. Take them, embed them on your own site, and use them free for as long as they're useful to you. That is the whole point of them.

Live tool

Grant Finder

Find federal grants you qualify for. 50 curated programs plus live grants.gov search.

No signup . No paywall . No data collection

Use the tool →
Live tool

Medication Cost Finder

Find patient assistance programs, discount cards, and savings for your medications.

50+ drugs . Manufacturer PAPs . openFDA . No data collection

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Live tool

Academic Navigator

6,000+ US colleges on a live map. Tuition, admit rate, and median earnings on every school.

College Scorecard . 50 states . 16 majors . Live data

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Field notes

Essays on building, thinking, and the intersection of the two.

June 2026

A complete English of al-Jīlī, line by line.

The Targum engine finished a full parallel Arabic|English edition of all 63 chapters of al-Jīlī’s al-Insān al-Kāmil — a foundational Sufi text with no complete public-domain English. Two-witness collated, every Qur’an locus verified, published as a provisional, openly-corrigible v0.9.

Read →
May 2026

Paper I is live on ChemRxiv.

The first hERG QSAR paper went public 2026-05-13. DOI 10.26434/chemrxiv.15003259/v1. Two-headed contribution: within-family ground-truth on iboga alkaloids + a portable architecture-failure protocol the next QSAR audit can fork.

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May 2026

From one body to an open regime.

Catalog v2 was supposed to retract from 13 verified mono-monostatic bodies to 1. A second self-doubt pass surfaced the regime-structure finding: the verified set is an open regime in three k-families, not a single point.

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Right now

What I'm working on

The research now runs across three domains under one method. Substrate Geometry (three rolling-contact preprints live on arXiv; methodology paper under review at the SMAI Journal of Computational Mathematics; TPMS thermal paper under review at Elsevier Results in Engineering). hERG QSAR (Paper I live on ChemRxiv at DOI 10.26434/chemrxiv.15003259/v1 with its OSF pre-registration public; Paper II in moderation, the three-family data-landscape across 59 compounds). And the computational-translation work behind Hekhal and Targum, which has grown into its own domain lately: three tradition-side papers, including the first public-domain English of the canonical Heikhalot Rabbati and a full parallel edition of al-Insān al-Kāmil.

Lattice is the applied side and the part that pays the bills: a 14-site reference network with self-serve sponsor checkout live and paying sponsors on the board. The Prime-Gap Probe is a computational number-theory study, manuscript on file.

The full map

Everything here.

The research and the work that funds it, kept clearly apart. Every surface of the hub, in one place.

Research & open
Lattice
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