class DeadByDawn101:
name = "Gabriel Garcia"
location = "San Jose, CA"
company = "RavenX AI Labs LLC (Founded June 2026)"
background = "Security TPM (8+ years) → AI Founder & Sole Inventor"
patents = {
"#64/087,357": "Soul Infusion — identity in weights",
"#64/104,760": "Sovereignty Chain — cryptographic ownership",
"#64/134,680": "Encrypted Private AI — HE on consumer HW",
"#64/135,161": "ESI — drafter as key + training impossibility",
} # 72 claims. 5 layers. All math. None breakable.
inventions = [
"IQ Injection — 1.16M examples from 8 frontier labs",
"ESI — speculative decoding as cryptographic authentication",
"Training Impossibility — loss → 10²¹ without the key",
"Reverse ESI — activation enhancement without weight mod",
"MTP + FHE — 5.7x encrypted inference speedup",
"MTP Detection Scanner — finds stripped MTP weights",
]
certifications = [
"Google AI Professional Certificate",
"Google Generative AI Leader Specialization",
"Google AI Specialization",
"CompTIA Security+",
"ITIL v3 Foundation",
]
philosophy = "Build what nobody is building. Own the math. Ship in pairs."Every company identified the problem. We solved it.
| Layer | Patent | What It Does |
|---|---|---|
| 1 | Soul Infusion #64/087,357 | Identity persists through training — the model knows who it is |
| 2 | Sovereignty Chain #64/104,760 | Cryptographic ownership proof — the model proves who made it |
| 3 | Encrypted Private AI #64/134,680 | Homomorphic encryption on consumer HW — the model cannot be read |
| 4 | ESI #64/135,161 | Drafter as cryptographic key — the model cannot be accelerated without auth |
| 5 | Training Impossibility #64/135,161 | Loss diverges to 10²¹ — the key cannot be replicated |
4 patents. 72 claims. Filed in 68 days from LLC formation. Zero prior art matches.
Bare-metal sovereign AI. No cloud dependency. No rate limits. Everything local.
IQ Injection 1.16M examples · 8 frontier labs Model thinks before answering 93% benchmark · 27B on laptop |
Encrypted AI FHE on Apple Silicon 0.0001% error · 10.6ms Post-quantum CKKS/BFV |
ESI + MTP 70.7M drafter as crypto key 5.7x encrypted speedup Training impossibility (10²¹) |
Star Platinum Multi-Mac AI cluster JACCL RDMA over TB5 256GB unified · 3.5 GB/s |
All models ship in MLX + GGUF pairs. Always.
| Model | Type | Highlights | |
|---|---|---|---|
| 🏆 | Unified Frontier Model — Qwen 3.8-27B IQ-Injected MLX | MLX | 8 frontier labs · 1.16M examples · 93% benchmark · ESI drafter bundled |
| 🏆 | Unified Frontier Model — Qwen 3.8-27B IQ-Injected GGUF | GGUF | Q4_K_M · Ollama/LM Studio/llama.cpp ready |
| 💰 | MasterTrading Engine 27B — MLX | MLX | 10/10 benchmark · Real trades · Polymarket · Options · DeFi |
| 💰 | MasterTrading Engine 27B — GGUF | GGUF | Q4_K_M + IQ4_XS · Fits 16GB MacBook Air |
| 🔒 | CyberAgent — 35B Pentester | GGUF | 17K+ downloads · RATH protocol · CVE analysis |
| ⚡ | OpenFable-Qwopus-Coder-Holo3 35B | GGUF | Soul Infusion · Identity in weights · Agentic coding |
| 🔥 | Gemma 4 E4B Agentic | MLX | 64K+ downloads · Tool calling · Opus reasoning |
28+ models · 100K+ total downloads · Ships in MLX + GGUF pairs
Open-source tools that power the RavenX stack. Cited by NVIDIA. Used by the community.
|
turboquant-mlx |
OpenMythos-MLX |
|
OpenFable-MLX |
OpenSelfRevise |
|
RavenX-Sec |
OpenMAI |
TriAttention (KV-cache compression) — now officially integrated into NVIDIA TensorRT-LLM:
"[2026-04-09] Experimental MLX and TurboQuant support for Apple Silicon (M1/M2/M3/M4) — thanks to @DeadByDawn101 (RavenX AI) for proposing and contributing this feature."
Our TurboQuant MLX work contributed to technology that NVIDIA now ships in production. Fork to full MLX backend planned.
⸸ 4 patents. 72 claims. 28+ models. 100K+ downloads. 68 days. $0 raised. ⸸
"Walls break. Math doesn't."
RavenX AI Labs LLC — San Jose, California — Since June 2026