Vertex Dimension
Beijing · Est. 2025

VERTEX DIMENSION

From one point, all dimensions unfold. We model, price, and allocate what a civilization runs on — intelligence, capital, and trust.

Intelligence Capital Trust
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39.9042°N · 116.4074°E — Beijing Field · Active 00:00:00 UTC
01 / 06 Mission

Make the world computable.

Intelligence, capital, and trust are what a civilization runs on — and each is still allocated by habit, by intuition, by whoever moved first.

This is not an execution problem that scale will fix; it is the absence of a model. We build the one thing that closes the gap — systems that state each problem as a computation, so the better answer wins, not the louder one.

We are not investors who use technology, nor researchers who happen to trade. We write reality as equations — and let the equations decide.

The name, decoded
Vertex
n. — graph theory / geometry

The indivisible origin from which structure begins. The one element that is fully certain.

Dimension
n. — linear algebra / physics

A free axis along which a system extends. Add one, and the space of the possible grows.

02 / 06 Architecture

We do not do three things. We do one thing — across three dimensions.

The core is single — reduce a complex system to a computation. Intelligence, capital, and trust are not three businesses but three projections of that core; because the core is shared, an advance in one is an advance in all.

Substrate I Intelligence Artificial Intelligence II Capital Quantitative Finance III Trust Blockchain
The question Can cognition be produced at scale? How should scarce capital be allocated? How do strangers coordinate without a middleman?
Form Research forged directly into production systems. Bearing and pricing risk with our own and entrusted capital. Building the protocols and rails, not merely using them.
Domain The unsolved problems inside others' production. A-shares, US equities, crypto — markets that never sleep. A global network across chains, institutions, and borders.
Toward Intelligence as public infrastructure — dispatchable on demand. Every unit of risk earning exactly what it is owed — no more. Value crossing borders as freely as information.

Intelligence is the method; capital, the proving ground; trust, the rail. The three are not a portfolio — they are one engine, and it compounds.

03 / 06 Dimensions

The three dimensions

D-01 · INTELLIGENCE
I

Artificial Intelligence

Research & Deployment

We post-train and align large models, build the algorithms around them, and embed both into production — where a model earns its keep or is discarded. The same stack serves clients and runs our own capital and on-chain systems: research here is not a paper. It is the product.

Frontier
  • Post-training · SFT · RLHF · DPO
  • Reasoning & alignment
  • Autonomous agents
  • Inference optimization & serving
D-02 · CAPITAL
II

Quantitative Finance

Proprietary & Managed Capital

We deploy proprietary and entrusted capital across A-shares, US equities, and crypto — systematic, multi-strategy, around the clock. A market is a high-dimensional, non-stationary process: we price it by model, and let no position stand that the model cannot defend. Here intelligence meets the only judge that pays — the market.

Frontier
  • Market microstructure
  • Deep temporal forecasting
  • Reinforcement-learning execution
  • Robust portfolio optimization
D-03 · TRUST
III

Blockchain

Infrastructure & Cross-border

We build and operate the infrastructure, then deliver production-grade on-chain systems to institutions — and run on that same rail for on-chain asset management, cross-border investment, and advisory. A blockchain replaces the intermediary with a proof: a machine that manufactures trust where none was possible before.

Frontier
  • Smart contracts & protocols
  • Zero-knowledge proofs
  • Cross-chain interoperability
  • Cross-border settlement rails
04 / 06 The Edge

Structural advantage

01Cross-domain compounding

One core feeds three dimensions, and each returns data, capital, and trust to the others. To compete, a rival must beat all three at once — advantage here multiplies, it does not add.

02Extreme vertical integration

Data, models, execution, settlement — every layer is built and run in-house. We depend on no black box we cannot open, and we fix what breaks at the layer where it breaks.

03Proprietary capital

We trade our own balance sheet first. We ask no one to carry a risk we have not already taken ourselves — here the incentive and the method are the same thing.

04Around-the-clock operation

From Beijing, across A-shares, US equities, and crypto, the book never closes. Three timezones hand it to one another in turn — the model does not sleep.

05Research as product

Frontier research is not a slide. It is a system in production — the distance from paper to deployment is measured in weeks, and that distance is the moat.

05 / 06 The Method

A method is an algorithm applied to ourselves.

Six steps, applied in order to every problem we touch — the discipline shared beneath all three dimensions.

01

Reduce to the computable

Any problem that cannot be stated as a computation is first restated until it can.

02

Delete the unfalsifiable

An assumption no data can refute carries no value. Remove it.

03

Minimise parameters

Every added degree of freedom is paid for in overfitting.

04

Let the data speak

Priors yield to evidence. The backtest precedes the intuition.

05

Automate execution

People decide the principles. Systems execute the decisions.

06

Iterate without end

A model is a process, not a conclusion. The boundary keeps moving.

06 / 06 The Horizon

The center proves we exist. The dispersing edge proves we are still unfolding.

A closed shape declares we have finished defining who we are. Open radiation is more honest — our boundary is still moving. These are the bets we are pushing toward.

H-01 · INTELLIGENCE

Autonomous agent economies

When agents allocate capital, participants are no longer only human.

H-02 · CAPITAL

Causal market models

Beyond correlation — modeling why markets move, in real time.

H-03 · TRUST

Verifiable inference

Zero-knowledge proofs that make every model inference checkable on-chain.

H-04 · CAPITAL × TRUST

Zero-knowledge finance

Prove solvency and compliance without revealing a single position.

H-05 · INTELLIGENCE × TRUST

AI-designed mechanisms

Using AI to design the rules of markets and protocols themselves.

H-06 · ALL DIMENSIONS

The compounding engine

One system where intelligence, capital, and trust amplify one another.

From one point, all dimensions unfold.

xinhaozheng.vx@outlook.com →