A signature-coherent cascade

Engineering
coherence
across
every asset. /

TREE3 is a research-led investment program designed to harvest structure that conventional statistical arbitrage cannot reach — through a disciplined cascade of strategies built on frontier physics, photonic compute, and signature-preserving money management.

The thesis in four parts

Why this can work —
and how it differs.

The Medallion regime extracts almost everything available in the Euclidean projection of strategy space. To operate above it, you must work in the unprojected lattice. That requires four ingredients no conventional fund combines.

01 · Signal coherence

A single mathematical filter selects what enters the book.

Every candidate strategy must carry a Hodge–Riemann signature on its associated bilinear form. Strategies that pass local backtests but fail the global extension test are discarded — structurally, not by judgment.

02 · Tacit coordination

Quantum telepathy across non-communicating venues.

For paired venues at sub-microsecond decision horizons, heralded entanglement supplies a measurable, Bell-inequality-violating coordination advantage on every cross-venue decision — a small per-trade edge that compounds across millions of decisions per second.

03 · Hardware advantage

FPGA, photonic and reservoir compute, racked at every major venue.

Standard 12U colocation modules at NY4, Carteret, LD4, FR2, TY3 and beyond. Tick-to-trade in sub-microseconds. Cross-asset Frobenius operations on silicon-photonic tensor cores. Continuous-time market dynamics evolved on Lorenz-attractor reservoirs.

04 · Embedded maximality

Every accepted strategy must extend to a globally coherent book.

Local profitability is necessary, never sufficient. Each accepted strategy carries a certificate that it composes — under signature-preserving operations — with the entire book across every venue, regime and asset class simultaneously. Linear blending is structurally rejected.

The cascade tower

Ten grades.
One unified book.

Each grade is the same underlying object wearing four descriptions — depth, trading meaning, computational realization, asset reach. The engineering task is to keep all four columns synchronized, grade by grade, all the way up.

Grade	Trading meaning	Computational realization	Assets unlocked
0	Single-venue lit-book stat-arb The Medallion regime · triangle inequality holds	FPGA tick-to-trade	US equities
1	Reg-NMS-style two-venue arbitrage Causal coupling propagated · queue-position critical	Cross-colo fiber + FPGA	+ FX spot G10
Darwin barrier · grade-0 obstruction class
2	Correlated-pair, non-metric hedging Ding–Jiang quantum edge · q* − c* ≈ 0.002 / decision	Quantum telepathy, Type I	+ Warrants, crypto spot
3	Intercontinental correlated baskets Light-cone delay dominates · basket coordination is the unit	Heralded entanglement memory network	+ Govt & corp bonds
4	Cross-asset-class macro overlay Equity ↔ rates ↔ FX coupled via Frobenius eigenmodes	Photonic tensor + Ouro loops	+ STIR, index futures
5	Global vol-surface market making Single coherent surface across SPX, NDX, VIX, single-name	Reservoir computing on FPGA fabric	+ Options, VIX
6	Regime-conditioned cross-asset CB cycle, geopolitics, commodity cycle as conditioning context	LLM ensemble + retrieval, three-family Ouro	+ Commodities, exotics
Frontier gate · long-horizon R&D program
7	Game-theoretic adversarial execution Routing accounts for the response of other adaptive routers	Ouro + opponent model in closed loop	All listed
8	Endogenous regime · reflexive impact Trading actions priced against their own consequence	Causal simulation + global state coordination	Tokenized RWA
9	Single globally coherent book Every asset, every venue, every regime, one decision surface	Full stack synchronized	Frontier objective

Global trading footprint

Where the
book lives.

One SM-Pod per major venue site, stitched into a single coherent book. Listed instruments sit beside their matching engines; OTC instruments route through dealer panels. Continental dark fiber today; a vacuum-beam-guide ring proposed from 2028.

SM-Pod · production colocation Continental dark fiber Vacuum-beam-guide ring · proposed 2028+

Asset class	Primary venue(s)	Access model
US equities	NY4 · Carteret	Colocated matching
Listed equity options	NY4 · Cboe (NY5)	Colocated matching
Equity-index futures (ES, NQ)	CME · Aurora, IL	Colocated matching
STIR futures (SOFR, ESTR)	CME Aurora · Eurex (FR2)	Colocated matching
VIX & inverse-VIX	Cboe (NY5 / Chicago)	Colocated matching
Commodity futures	CME Aurora · ICE	Colocated matching
FX spot & forwards	NY4 · LD4 · TY3 (ECNs)	Colo + OTC ECN
Government bonds	BrokerTec · CME futures	Colo + electronic
Corporate bonds	Tradeweb · MarketAxess	OTC / RFQ
Crypto (spot & perps)	Global CEX / DEX	Distributed

Operating discipline

Three principles.
One bilinear form.

Capital management is not an overlay on the strategy. It is the same algebraic object, read from a different angle. De-risking is built into the form itself.

The trading book funds the research book. Never the reverse.

Every grade above Tier-0 is earned by P&L from the grade beneath it. Capital does not flow into a higher grade until the lower has demonstrated a 12-month rolling Sharpe above its gate threshold, and the Darwin barrier remains intact through the window.

ii.

The Darwin barrier is the only truth.

Backtests are not evidence of edge; vendors are not evidence of robustness; intuition is not evidence of anything. The single quantitative object that decides whether the fund is healthy is the realized tail behavior of the cascade against its specified log-concave envelope.

iii.

Gate, then scale. Never the reverse.

Twelve binary quarter-end gates govern the build. Either every checklist item passes, or the gate fails and the next block does not start. Failure is not a renegotiation; it is a stop. Three pre-approved fail modes — extend, de-scope, wind-down — remove the temptation to drift.

Risk architecture

Three-tier Darwin alert · spectral Kelly

Yellow · 1× threshold

Bet sizes halved. Third-family weight raised.

Automated; runs without human intervention.

Orange · 2× threshold

Cascade truncated to grade ≤ 4. Intercont. + cross-asset flat.

Risk officer notified. Manual review required to re-extend.

Red · 4× threshold

Full liquidation to T-bills. Trading halt. Board notification mandatory.

Restart requires board approval.

f* = λ₊(Ω_k) / |λ₋₁(Ω_k)| Spectral Kelly: at the Darwin barrier, λ₊ → 0 and bet size collapses automatically. The monitor and the bet sizer are two readings of the same bilinear form.

The phased build

A phased roadmap,
not a moonshot.

Each phase has a binary entry gate and a defined capacity envelope. Blocks 1 & 2 build a Medallion-class operating fund on conventional technology. Only then does the harder work begin — funded by trading P&L, not by external capital allocated to research.

Phase 0

Years 1–3

Foundation

Classical HFT stack. Medallion-class Sharpe on equities, FX, futures. SM-Pod hardware program begins.

Phase 1

Years 3–7

Quantum coordination

Heralded entanglement between paired US venues. Ding–Jiang hedging problem in production. Measured q*−c* edge.

Phase 2

Years 5–10

Continental network

Quantum memory across US/EU/APAC venues via dark fiber. Vacuum-beam-guide construction starts on NY–LD.

Phase 3

Years 8–15

Cross-asset cascade

Photonic tensor cores live for cross-asset Frobenius operations. Ouro meta-strategy in production. All listed asset classes covered.

Phase 4

Years 12–20

Intercontinental coherence

VBG ring complete. Grade-6 macro overlay book live. OTC and exotic derivatives covered. Capacity managed via spinout.

Phase 5 · frontier

Years 15–25

Long-horizon R&D gate

As the frontier R&D program matures, grades 7–9 progressively open. The framework remains compounding at Phase 4 throughout.

For qualified inquiries

We're talking to a small number of partners.

If you allocate capital at scale or represent investors who do, we'd welcome a conversation. We are particularly interested in introductions from parties who can read the framework as a long-horizon thesis.

Sophisticated investors · family offices · sovereign-backed seeders

Fund placement agents with institutional reach

Funds-of-hedge-fund managers evaluating frontier allocations

Strategic partners in photonic, quantum, and FPGA hardware

Direct lines

Reach us in whichever channel you prefer.

@g64group

contact@spacenet.network

X · formerly Twitter

@hypershares

Note on process. Initial conversations are exploratory and under NDA where appropriate. Documentation beyond this page — including the framework roadmap, build playbook, architecture diagrams, and operating procedures — is available to qualified parties on request.

Important information

Forward-looking statements.

This page summarizes the thesis behind a long-horizon research program and is intended for qualified purchasers and professional investors. It is not an offer to sell, or a solicitation of an offer to buy, any security; any such offering will be made only by means of formal offering documents in jurisdictions where lawful.

The target return band represents an aspirational long-horizon objective, not a guarantee. It reflects what the framework anticipates as successive phases of the research program mature. As with any sophisticated investment strategy, outcomes depend on a range of conditions, and no specific result can be assured.

Past performance is not indicative of future results. Prospective investors should consider their own financial circumstances and consult professional advisers before any commitment.

Statements regarding future plans, capabilities, or outcomes are forward-looking and subject to change as the research program advances. Nothing on this page constitutes investment, legal, tax, or accounting advice.