Masterful Capital deploys ARMIS — our Adaptive Real-time Multi-domain Intelligence System — a 12-engine prediction platform fusing quantum probability, causal discovery, and machine learning across 50+ global data sources to generate asymmetric returns with mathematical precision.
ARMIS fuses 12 engines across quantum probability, causal inference, tensor networks, and machine learning — processing 50+ real-time data sources to generate predictions across any domain: markets, geopolitics, commodities, climate, health.
Non-commutative Bayesian updating with trainable quantum circuits. Order-dependent evidence processing that captures interference effects invisible to classical probability. 84.4% test accuracy with learned rotation operators via PyTorch autograd.
Variational Quantum Circuits · ProprietaryAutomated causal structure learning from time-series data using Granger causality and transfer entropy. Discovers 86+ significant causal links across global markets — oil→inflation→rates→equities — without manual specification. Powers counterfactual reasoning.
Automated Causal Inference · ProprietaryMulti-source data compression via TT-decomposition. Fuses 50+ government and market data sources — FRED, Treasury, BLS, NASA, USGS, NOAA, CDC, IMF — without losing structural information. Conformal prediction provides mathematically guaranteed uncertainty intervals.
Tensor Networks + Conformal Prediction · ProprietaryFree energy minimization agent that both predicts AND recommends actions. Backed by XGBoost + LightGBM + CatBoost triple ensemble with Hurst regime detection and swarm consensus. NLP news embeddings via sentence-transformers add semantic understanding.
Active Inference + ML Ensemble · ProprietaryEvery number below is from verified test runs on March 25, 2026. Quantum circuit accuracy from 500-sample training. Causal links from 2 years of daily market data. All reproducible.
| Year | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec | Total |
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Every strategy must survive adversarial testing across 9 gates before allocation. The protocol has killed 93% of 9,000+ candidates. It caught 35pp look-ahead bias in our own flagship.
Shift(1) vs shift(0) delta must be <5pp. We caught our own flagship at 35pp — rebuilt from scratch.
ZERO TOLERANCE4-5 non-overlapping periods, fixed parameters. ALL must be profitable. Sharpe within 3× across periods.
FIXED PARAMS · ALL PROFITABLEFull grid search. ≥3 adjacent configs with CAGR ≥10% and spread <6pp. Only plateaus survive.
FULL GRID · PLATEAU REQUIRED5 block sizes, 10K resamples each. 95% CI must exclude zero at ALL sizes. Bonferroni-corrected.
10K RESAMPLESH2 Sharpe > 50% of H1. Last 12-month Sharpe > 0.30. Dying signals killed before they cost capital.
NO DECAYING SIGNALSNet Sharpe >0.50 after costs. |Corr flagship| <0.30. Crisis corr checked. Sharpe >0.40. DD <-35%.
COSTS · CORR · SHARPE · DD137 Granger-validated causal edges across 15 market variables. Strategies built on mechanisms persist longer than pattern-fit strategies.
The stock-bond protective relationship (SPY→TLT) is only statistically significant when VIX > 25. In calm markets, bonds may not protect against equity drawdowns. This transforms hedged portfolio construction.
Conditional · Regime-DependentFed Funds → Credit Spreads (21d, −0.13)
GDP → CPI (21d, +0.12, calm only)
GDP → Fed Funds (21d, +0.10)
SPY → TLT (1d, VIX>25 only)
29 strategy templates, continuous Bayesian search, 320+ variants per day. Walk-forward fitness. Anti-duplication via strategy fingerprinting.
29 templates across 14 signal classes: equity momentum, macro regime rotation, cross-asset signals, VIX term structure, credit spreads, and causal-chain strategies built on Granger-validated mechanisms.
Optuna · Walk-Forward FitnessStrategy fingerprinting via correlation vectors prevents re-testing dead ideas. Cosine similarity threshold 0.85. The factory remembers what doesn't work — permanently.
Fingerprint · Kill Log · MemoryEvery survivor tested across 6 regime dimensions: volatility, rates, growth, dollar, credit, momentum factor. Dynamic allocation by current regime combination.
6-Dimension · Dynamic AllocationTwo independent AI agents on separate machines verify every strategy. Both must pass the Destroyer independently (±2pp CAGR, ±0.10 Sharpe, ±5pp DD) before portfolio entry.
Independent · Cross-VerifiedWe deploy principal capital into bespoke credit instruments — senior secured, asset-backed, and structured — with rigorous underwriting, legal clarity, and downside-first structuring.
First-lien positions with hard-asset collateral coverage. Conservative LTV ratios with full legal subordination protections and covenant packages.
TARGET: 12-18% NET YIELDProprietary analysis of structured credit tranches with AI-driven default probability modeling. Mezzanine and equity tranche exposure where risk-reward is mathematically compelling.
ABS / CLO / RMBS COVERAGEShort-duration bridge facilities for M&A, recapitalization, and special situations. Direct origination with proprietary credit scoring and accelerated term sheet execution.
7-21 DAY CLOSE CAPABILITYOur volatility desk operates as both a profit center and a portfolio hedge. We extract alpha from the structural mispricing of implied versus realized volatility across options, VIX derivatives, variance swaps, and cross-asset correlation strategies.
Proprietary vol surface models identify skew dislocations and term structure anomalies in real time, enabling systematic entry at inflection points where the market misprices tail risk.
We deploy our own capital. No external fund mandates. No investor sentiment risk. Pure mathematical execution with permanent capital structures.
Every system is built internally and protected as copyrighted intellectual property. Our algorithms, models, and data pipelines represent years of R&D — they are assets, not expenses.
We operate with the silence and precision required by ultra-high-net-worth principals. Speed of execution. Depth of analysis. Absolute confidentiality.
Masterful Capital is architected not merely as a firm but as a quantitative platform — modular, scalable, and built on proprietary intellectual property with compounding value. Our systems, data assets, and credit origination capabilities constitute a defensible moat that grows with every market cycle.
For qualified institutional counterparties, we offer selective licensing of our copyrighted algorithmic IP — enabling funds, family offices, and trading desks to deploy Masterful-grade intelligence within their own infrastructure.
Complete deployment of one or more proprietary trading systems into your infrastructure. Includes model weights, execution logic, risk parameters, and ongoing calibration support. Structured as annual license with performance-based royalty.
Annual License + RoyaltyReal-time alpha signal feed from our AI extraction pipeline delivered via API. No model transfer required — receive trade signals, confidence scores, and position sizing recommendations directly into your OMS/EMS.
API Delivery · Monthly SubscriptionJoint development of bespoke algorithmic strategies tailored to your specific market mandate, risk parameters, and capital structure. Shared IP with exclusive deployment rights within defined territories.
Custom Build · Shared IPStandalone licensing of our vol surface modeling and forecasting engine. Includes real-time skew analytics, term structure models, and gamma optimization algorithms for options-focused desks.
Standalone Module · Perpetual LicenseWe engage with CEOs, family offices, and institutional counterparties who require sophisticated execution capabilities, quantitative infrastructure, or algorithm licensing.
Contact Us privatecredit@masterfulcapital.org