Cross-domain pattern detection engine. Dual-consensus signal classifier (V1 macro × V3 micro must agree before any signal fires). Walk-forward backtest on Alpaca historical data — research-stage; paper trading only.
Walk-forward backtest on real Alpaca historical data, 30+ configurations, out-of-sample windows. Research-stage product. Not investment advice. Backtest-only; no live-money performance claimed. Results subject to out-of-sample variance. Past performance does not guarantee future results. Not suitable for retail-investor decision-making. Paper trading only — live execution requires the operator's own broker integration and risk controls.
Dual-consensus classification engine for market signals. V1 macro + V3 micro must agree before any signal fires. Walk-forward backtest on Alpaca historical data — paper trading only at this stage. Live execution remains the operator's broker + risk-control responsibility.
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.
Three-instrument fusion genome scanner: composition analysis + neural embeddings + protein domain detection. 18 enzyme profiles, 12 BGC classes, validated across 4 genomes with zero GC bias.
The same proprietary classification mechanism powers detection everywhere. Only the domain-specific encoder changes.
Canonical chart patterns detected via proprietary signal classification. Dual consensus engine with multi-frequency gating. Walk-forward backtest on real market data — paper trading only.
Drop-in OpenAI-compatible proxy. No weight modification, no retraining, no GPU. Requires additional compute resources — launching soon.
92 clinical patterns across ECG, EEG, CGM, CTG, ventilator, EMG, ABP, and respiratory waveforms.
Identifies quantum-vulnerable cryptography (RSA, ECC) ahead of Shor's and Grover's algorithms.
Detects whale accumulation, bot trading, exchange deposits, mixers, DEX arbitrage, NFT patterns.
15 linguistic patterns: sentiment polarity, named entities, syntactic structure, rhetorical devices.
Recognizes 12 programming language signatures, code complexity metrics, and vulnerability patterns.
14 computer vision patterns: edge detection, corner features, texture descriptors, shape primitives.
11 audio patterns: speech/silence detection, phoneme boundaries, musical events, noise signatures.
18 temporal patterns: seasonality, anomalies, trends, changepoints, periodicity in any signal.
MightyRayn's dual-consensus engine combines two independent pattern classifiers to evaluate market signals under research-stage conditions. Researchers and qualified institutional reviewers can request demo access via Alpaca paper-trading sandbox; live execution is the operator's broker + risk-control responsibility. Not investment advice.
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.
Three independent signal channels fused with consensus gating to discover biosynthetic gene clusters in any bacterial genome. Domain-anchored architecture eliminates false positives across all GC compositions.
Each instrument captures a different dimension of the biological signal. One reads composition. One reads structure. One reads enzyme domains. Only when multiple instruments agree does a window pass the fusion gate.
MightyRayn uses a proprietary multi-step classification pipeline. Each inference step progressively refines the signal toward the correct classification.
MightyRayn reduces infrastructure costs through 5-axis compression (72% KV cache, 17% RAM, 19% speed) and CPU-only execution.
Save 25-50% on your AI bill. Pay a fraction of what we save you.
| 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 |
| 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 |
| BGC Genomics | 5 genomes/mo | 500 genomes/mo | Unlimited + Symphony API |
| Tier | Price | Engine | Symbols | Features | |
|---|---|---|---|---|---|
| Researcher | On request | Standard Engine | 5 symbols | Paper-trading sandbox, 5Min/15Min, intraday | Request Quote |
| Researcher Plus | On request | Dual Consensus | 15 symbols | Paper-trading sandbox, daily signals, walk-forward methodology | Request Quote |
| Institutional | On request | Multi-frequency Consensus | 50 symbols | Webhooks, SSE, custom models, adaptive hold | Request Quote |
| Custom Integration | On request | Full Custom Engine | Unlimited | API, WebSocket, tick data, 10s scan | Request Quote |
MightyRayn automatically identifies quantum-vulnerable cryptographic algorithms in your codebase and network traffic before Shor's algorithm becomes a threat.
Today: RSA-2048, ECC are "safe enough."
2030s: Cryptographically relevant quantum computers (CRQC) emerge.
Post-quantum: All current PKI obsolete.
Methodology, benchmarks, and ablation studies. Cross-application empirical results spanning compression, BGC discovery, cryptographic-implementation analytics, and market-signal classification. Pre-print pending peer review.
We introduce MightyRayn, a shared signal-classification infrastructure layer that supports applied products (security audits, R&D-data products, market-research tooling) by sharing a canonical-pattern matching pipeline across them. The infrastructure achieves order-of-magnitude composite compression on large language models without modifying weights, and the same pipeline is reused (with domain-specific input translators and reference libraries) across financial-chart classification, biosynthetic-gene-cluster discovery, encrypted-traffic analysis, and medical-waveform retrieval. Methodology variants per application are reported in the corresponding application-specific writeups.
Key results: near-perfect rank-1 recall on internal compression benchmarks, 132+ canonical patterns, zero retraining required, CPU-only inference at sub-100ms reference latency. (Specifics in technical writeup, available on request to qualified researchers under NDA. Benchmark configurations and reproducibility methodology will be released as a methodology preprint.)
Authors: MightyCloud Collective Research
Status: Pre-print available, full peer review pending
All MightyRayn technology is protected by one or more pending U.S. and international patent applications.
Get 30 days of free inference on the MightyRayn cloud, or run the open-source model on your own infrastructure.
MightyRayn scales across Fortune 500 enterprises, biotech, fintech, and security-first organizations.
Drop-in proxy for large language models. 72% KV cache reduction, 17% RAM savings — no retraining.
Symphony Fusion genome scanner: domain-anchored fusion across 18 enzyme profiles. Validated on 4 genomes, zero GC bias.
Real-time detection of chart patterns, whale trading, and DEX arbitrage on-chain.
92 clinical patterns across ECG, EEG, ventilators. Embed in medical devices.
Classify encryption without the key. Flag quantum-vulnerable algorithms before migration.
NSA/NIST-compliant pattern detection. Quantum-safe cryptography migration tools.
Have questions or ready to deploy? We'd love to hear from you.