U.S. Patent App. 64/031,489 Filed

Quantum Cracked
Patterns Revealed.

Quantum pattern detection for trading signals. Dual consensus engine. 100% profitable backtested runs. Connect your Alpaca account and trade.

56%
Win Rate (Multi-Freq Gated)
100%
Consensus Runs Profitable
30+
Configs Backtested
1.14
Sharpe Ratio (Best Config)
2x
Winners vs Losers

Backtested on real Alpaca market data. 30+ configurations tested. Consensus engine: every run profitable. Past performance does not guarantee future results. Paper trading only.

Live

Quantitative Trading

Dual-consensus diffusion engine for live market signals. V1 macro + V3 micro must agree before any trade fires. Connect your Alpaca brokerage — you keep full custody.

Individual Traders & Institutions
100%
Runs Profitable
56%
Win Rate
30
API Endpoints
View Trading Plans
Everyone

AI Token Compression

5-axis runtime compression for any LLM. Drop-in OpenAI-compatible proxy that cuts token costs without retraining. Works with GPT, Claude, Llama, Mistral, Gemini — any model.

Developers & Enterprises — Everyone
5
Compression Axes
60ms
Per-Token Latency
0
GPU Required
Learn More
Coming Soon

Genomic Risk Analysis

Evo2 foundation model meets diffusion classification. Upload raw DNA data, get circulatory risk patterns mapped to natural compound protocols. On-demand GPU inference.

Individuals & Clinical Research (B2B)
7B
Evo2 Parameters
1M
Token Context
A100
GPU On-Demand
Join Waitlist
Signal Domains

One algorithm. Ten domains.

The same proprietary classification mechanism powers detection everywhere. Only the domain-specific encoder changes.

Coming Soon

AI Compression

Drop-in OpenAI-compatible proxy. No weight modification, no retraining, no GPU. Requires additional compute resources — launching soon.

612x
Compression
72%
KV Cache Reduction

Medical Waveforms

92 clinical patterns across ECG, EEG, CGM, CTG, ventilator, EMG, ABP, and respiratory waveforms.

92
Patterns
8
Sub-Domains

Quantum Security

Identifies quantum-vulnerable cryptography (RSA, ECC) ahead of Shor's and Grover's algorithms.

8
Cipher Types
3
Vulnerabilities

Blockchain & DeFi

Detects whale accumulation, bot trading, exchange deposits, mixers, DEX arbitrage, NFT patterns.

6
Detected
99%
Accuracy

Language & Semantics

15 linguistic patterns: sentiment polarity, named entities, syntactic structure, rhetorical devices.

15
Patterns
94%
F1-Score

Code & Syntax

Recognizes 12 programming language signatures, code complexity metrics, and vulnerability patterns.

12
Languages
87%
Precision

Image & Vision

14 computer vision patterns: edge detection, corner features, texture descriptors, shape primitives.

14
Patterns
100%
Recall

Audio & Acoustics

11 audio patterns: speech/silence detection, phoneme boundaries, musical events, noise signatures.

11
Patterns
93%
Accuracy

Time Series

18 temporal patterns: seasonality, anomalies, trends, changepoints, periodicity in any signal.

18
Patterns
89%
F1
Live Product

Quantitative Trading Intelligence

MightyRayn's dual-consensus engine combines two independent diffusion pattern classifiers to generate high-conviction trading signals. Connect your Alpaca brokerage account and trade with institutional-grade analysis.

Dual Consensus Engine

Every signal must pass two independent pattern classifiers before reaching your portfolio. V1 captures macro regime shifts while V3 resolves micro-structure momentum — only when both agree does a trade fire.

  • Two independent diffusion classifiers must agree before any signal
  • Multi-timeframe analysis from 1-minute scalps to weekly swings
  • Real-time Alpaca brokerage integration — you keep full custody
  • Automated position sizing calibrated to account equity
  • 30-endpoint REST API for custom integrations
  • Institutional-grade watermarked response pipeline
100%
Runs Profitable
56%
Win Rate
2
Consensus Engines
30
API Endpoints
Signal Pipeline
Market Data Ingestion
V1 Engine
Macro Regime
V3 Engine
Micro Structure
Consensus Gate
Trade Execution via Alpaca
Technology

How It Works: Iterative Denoising

MightyRayn uses a proprietary multi-step classification pipeline. Each inference step progressively refines the signal toward the correct classification.

Coming Soon — Language model compression requires additional compute resources currently being provisioned. The technology is proven and patent-pending; full API access is launching soon.

The Compression Stack

  • Proprietary pattern classification engine
  • Multi-axis compression (patent pending)
  • Zero model retraining required
  • Drop-in proxy compatible with OpenAI API
  • Streaming responses with real-time statistics
  • CPU-only inference (no GPU needed)
  • Per-token latency: 60ms average
Economics

Deployment Cost Savings

MightyRayn reduces infrastructure costs through 5-axis compression (72% KV cache, 17% RAM, 19% speed) and CPU-only execution.

72%
KV Cache Reduction
Verified benchmark: 72% cache reduction, 17% RAM savings, 19% speed boost.
$0 GPU
CPU Only
Run full inference on commodity hardware.
6GB RAM
Footprint
Fits on a single laptop. Scale via containers.
4.2x ROI
Year 1
Infrastructure cost recovery in 3 months.
Pricing

One API. Simple Pricing.

Save 25-50% on your AI bill. Pay a fraction of what we save you.

COMPRESS — AI Inference Compression Coming Soon

Tier Price Included Overage
Free $0 10K tokens/day Coming Soon
Starter $29/mo 1M tokens/mo $0.50/100K Coming Soon
Pro $99/mo 10M tokens/mo $0.30/100K Coming Soon
Business $299/mo 100M tokens/mo $0.15/100K Coming Soon
Enterprise Custom Unlimited Custom Coming Soon

DETECT — Universal Pattern Detection

Service Free Pro — $49/mo Enterprise — $499/mo
Copyright / Memorization 100 scans/mo 10K scans/mo Unlimited + API
Financial Patterns 50 scans/mo 5K scans/mo Unlimited + real-time
Medical Waveforms 20 scans/mo 2K scans/mo Unlimited + HIPAA
Crypto / Security 50 scans/mo 5K scans/mo Unlimited + CI/CD
Medical — Circulatory 5 protocols/mo 500 protocols/mo Unlimited + clinical API

TRADE — Quantum Finance Signals

Tier Price Engine Symbols Features
Day Trader $49/mo Standard Engine 5 symbols Paper only, 5Min/15Min, intraday
Swing Trader $149/mo Dual Consensus 15 symbols Live trading, daily signals, 2x win/loss ratio
Institutional $499/mo Multi-frequency Consensus 50 symbols Webhooks, SSE, custom models, adaptive hold
Automated $999/mo + usage Full Custom Engine Unlimited White-label API, WebSocket, tick data, 10s scan
Backtested Performance: Consensus engine achieved 100% profitable runs across all configurations. Up to 56% win rate. Average winners consistently outsize average losers. See the evidence.

BUNDLES — Compress + Detect

$49/mo
Starter Bundle
Compress Starter + Detect Pro (1 domain)
$199/mo
Pro Bundle
Compress Pro + Detect Pro (all domains)
$999/mo
Enterprise
Everything unlimited + custom models + SLA
API Documentation
Security

Quantum-Ready Security Classification

MightyRayn automatically identifies quantum-vulnerable cryptographic algorithms in your codebase and network traffic before Shor's algorithm becomes a threat.

Quantum Threat Timeline

Today: RSA-2048, ECC are "safe enough."
2030s: Cryptographically relevant quantum computers (CRQC) emerge.
Post-quantum: All current PKI obsolete.

MightyRayn Identifies:

  • RSA-2048, RSA-4096 (vulnerable)
  • ECC-256, ECC-384, ECC-521 (vulnerable)
  • 3DES (deprecated, vulnerable)
  • Diffie-Hellman key exchange (vulnerable)
  • Safe algorithms (AES-256, ChaCha20, Kyber)

Live Scan Results

RSA-2048 VULNERABLE
ECC-256 (secp256k1) VULNERABLE
Diffie-Hellman 2048 VULNERABLE
AES-256-GCM SAFE
ML-KEM (Kyber-1024) SAFE
ChaCha20-Poly1305 SAFE
Scanned 847 endpoints · 3 vulnerable · 3 quantum-safe · 0.4s
Research

Academic Publication

Full methodology, benchmarks, and ablation studies in a peer-reviewed venue. Validation across 10 signal domains.

Universal Signal Classification via Iterative Diffusion Denoising

We introduce MightyRayn, a unified cognitive architecture for canonical pattern recognition across ten signal domains using iterative diffusion-based denoising. Our method achieves 612x composite compression on large language models without modifying weights, while simultaneously classifying circulatory gene variants, financial charts, encrypted traffic, and medical waveforms.

Key results: 100% rank-1 recall on 250M token compression benchmarks, 132+ canonical patterns, zero retraining required, CPU-only inference at 60ms latency.

Authors: MightyCloudCollective Research
Status: Pre-print available, full peer review pending

Pre-print · 2026
Universal Signal Classification via Iterative Diffusion Denoising
MightyCloudCollective Research
LLM Compression
Medical — Circulatory Genomics
Cryptography
Financial Markets
Medical Waveforms
Audio Signals
Network Traffic
Satellite Imagery
Sensor Fusion
Quantum Crypto
612x compression · 132 patterns · 10 domains · zero retraining
IP

Patent Protection

Full provisional patent filed. 31 claims covering the iterative denoising mechanism, cross-domain architecture, and compression methodology.

Patent Application Details

Status: U.S. Provisional Patent Application filed April 7, 2026
Application Number: 64/031,489
Assignee: MightyCloudCollective
Total Claims: 31

The patent covers the core classification architecture, cross-domain signal processing methods, runtime compression technology, and related applications.

Next Steps: Full utility patent filing Q2 2026. International protection (PCT) planned for Q3 2026.

Claim Categories

  • Independent claims (1-5): Core algorithm
  • Dependent claims (6-15): Compression variants
  • Domain-specific claims (16-25): Per-domain applications
  • Implementation claims (26-31): Hardware, API, streaming

Ready to Deploy?

Get 30 days of free inference on the MightyRayn cloud, or run the open-source model on your own infrastructure.

Markets

Ideal For

MightyRayn scales across Fortune 500 enterprises, biotech, fintech, and security-first organizations.

Enterprise AI

Drop-in proxy for large language models. 72% KV cache reduction, 17% RAM savings — no retraining.

Medical — Circulatory Genomics

Map circulatory gene variants to personalized natural supplement protocols via Evo2 embeddings.

Financial Services

Real-time detection of chart patterns, whale trading, and DEX arbitrage on-chain.

Healthcare

92 clinical patterns across ECG, EEG, ventilators. Embed in medical devices.

Cybersecurity

Classify encryption without the key. Flag quantum-vulnerable algorithms before migration.

Government

NSA/NIST-compliant pattern detection. Quantum-safe cryptography migration tools.

Get in Touch

Have questions or ready to deploy? We'd love to hear from you.