One API. Every signal domain. Compress your AI. Detect any pattern. From DNA to stock charts.
See the universal signal classifier in action across three domains. The same iterative denoising engine powers all of them.
The same iterative denoising mechanism powers classification everywhere. Only the feature encoder and codebook change.
Drop-in OpenAI-compatible proxy. No weight modification, no retraining, no GPU.
20 canonical chart patterns. Head-and-shoulders, bull flag, cup-and-handle. Noise-robust via iterative denoising.
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.
Instead of lossy compression on individual tokens, MightyRayn learns a diffusion codebook of canonical patterns. Each inference step progressively denoises the input signal.
MightyRayn reduces infrastructure costs by 91% through intelligent token reduction 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 | — |
| Starter | $29/mo | 1M tokens/mo | $0.50/100K |
| Pro | $99/mo | 10M tokens/mo | $0.30/100K |
| Business | $299/mo | 100M tokens/mo | $0.15/100K |
| Enterprise | Custom | Unlimited | Custom |
| 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 |
| Genomics | 10 scans/mo | 1K scans/mo | Unlimited + batch |
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.
Full methodology, benchmarks, and ablation studies in a peer-reviewed venue. Validation across 10 signal domains.
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 genomic sequences, 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
Full provisional patent filed. 31 claims covering the iterative denoising mechanism, cross-domain architecture, and compression methodology.
Status: U.S. Provisional Patent Application filed April 7, 2026
Application Number: 64/031,489
Assignee: MightyCloudCollective
Total Claims: 31
The patent covers: (1) the iterative diffusion denoising architecture, (2) cross-domain pattern codebook synthesis, (3) runtime compression without weight modification, (4) streaming inference with real-time statistics, (5) quantum threat detection in cryptographic algorithms.
Next Steps: Full utility patent filing Q2 2026. International protection (PCT) planned for Q3 2026.
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. Reduce inference costs by 91% without retraining.
Identify BRCA1 mutations, disease patterns, and viral signatures in DNA sequences.
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.