README.md

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title: Matrix.Corp
emoji: 🐦‍🔥
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# Matrix.Corp

Independent AI research organization building specialized models, frontier agentic systems, and new intelligence paradigms.

**HuggingFace:** [Matrix-Corp](https://huggingface.co/Matrix-Corp) · **Founded by:** [Zandy-Wandy](https://huggingface.co/Zandy-Wandy) · **GitHub:** [zapgaming](https://github.com/zapgaming)

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## Status Legend

| Badge | Meaning |
|---|---|
| 🟢 Released | Weights available, ready to use |
| 🟡 Preview | Architecture published, training planned |
| 🔴 Planned | Design complete, not yet built |
| 🩵 Long-Term | Vision defined, major research ahead |
| 🟣 Closed | Proprietary weights |
| ⬛ Deprecated | Cancelled or superseded |

---

## Models

### 🌌 Zenith — Reasoning + Emotional Intelligence
**Status:** 🟡 Preview · **Target:** Tenstorrent Blackhole p300a

Transformer models with a built-in EQ Engine — a dedicated emotional intelligence layer that sits alongside the reasoning stack. Ring Attention (32K), MoE (12 experts top-2), Ollama + vLLM compatible.

| Model | Params | Base | Link |
|---|---|---|---|
| Zenith-7B-V1 | 7B | Qwen2.5-Coder-7B | [→](https://huggingface.co/Matrix-Corp/Zenith-7b-V1) |
| Zenith-28B-V1 | 28B | Qwen3.5-27B (Opus 4.6 distilled) | [→](https://huggingface.co/Matrix-Corp/Zenith-28b-p300-V1) |
| Zenith-32B-V1 | 32B | DeepSeek-R1-Distill-Qwen-32B | [→](https://huggingface.co/Matrix-Corp/Zenith-32b-V1-Tenstorrent-Blackhole-p300) |
| Zenith-70B-V1 | 70B | DeepSeek-R1-Distill-Llama-70B | [→](https://huggingface.co/Matrix-Corp/Zenith-70b-V1-Tenstorrent-Blackhole-p300) |

[View Zenith Collection →](https://huggingface.co/collections/Matrix-Corp/zenith-v1)

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### 🔬 Vortex Scientific — Deep Science Reasoning
**Status:** 🟡 Preview · **Target:** MacBook M2/M3 + Nvidia 4060

Built from scratch — no base model. Custom 50K science tokenizer. Hybrid SSM+Attention architecture with four domain-specific modules: Equation/LaTeX, Numerical, Citation, and Molecular/Periodic Table.

| Model | Params | Link |
|---|---|---|
| Vortex-7B-V1 | 7B | [→](https://huggingface.co/Matrix-Corp/Vortex-7b-V1) |
| Vortex-13B-V1 | 13B | [→](https://huggingface.co/Matrix-Corp/Vortex-13b-V1) |

[View Vortex Collection →](https://huggingface.co/collections/Matrix-Corp/vortex-v1)

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### 🌿 Touch Grass — Music AI
**Status:** 🟡 Preview · **Target:** Any hardware

LoRA fine-tune on Qwen3.5 built for musicians. Tab & Chord Module, Music Theory Engine, Ear Training, EQ Adapter (4 emotional modes), Songwriting Module.

| Model | Params | Base | Link |
|---|---|---|---|
| TouchGrass-3B | 3B | Qwen3.5-3B-Instruct | [→](https://huggingface.co/Matrix-Corp/TouchGrass-3b) |
| TouchGrass-7B | 7B | Qwen3.5-7B-Instruct | [→](https://huggingface.co/Matrix-Corp/TouchGrass-7b) |

[View Touch Grass Collection →](https://huggingface.co/collections/Matrix-Corp/touch-grass)

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### 🌐 Matrix Lattice — Frontier Agentic MoE
**Status:** 🟢 Released · 🟣 Closed Source · **Target:** 4–32× H100 / Tenstorrent p300a

**Shipped.** Our largest and most capable system. Frontier-scale mixture-of-experts with 17 custom intelligence modules including: EQ Engine V2, Multi-Agent Coordination Layer (MACL), Hierarchical Context Compression Engine (HCCE), Causal Reasoning Graph, Long-Horizon Task Planner, Confidence Calibration Head, Safety Reasoning Module (SRM), and more. 1M token context across all tiers.

| Model | Total Params | Active Params | Experts | Context | Link |
|---|---|---|---|---|---|
| Lattice-120B | 120B | ~22B | 64 top-4 | 1M | [→](https://huggingface.co/Matrix-Corp/Lattice-120B-V1) |
| Lattice-430B | 430B | ~38B | 128 top-4 | 1M | [→](https://huggingface.co/Matrix-Corp/Lattice-430B-V1) |
| Lattice-671B | 671B | ~47B | 256 top-4 | 1M | [→](https://huggingface.co/Matrix-Corp/Lattice-671B-V1) |

[View Lattice Collection →](https://huggingface.co/collections/Matrix-Corp/lattice-v1)

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### 🩸 Matrix ECHO — Living Error Memory
**Status:** 🔴 Build In Progress · 🟢 Open Source · **Language:** Rust

**The model that remembers how it was wrong.**

ECHO is a 27B coding-focused LLM built on `Jackrong/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled`, running fully in Rust via HuggingFace `candle`. Every correction it receives crystallizes into a **Scar** — a typed, weighted memory object stored in a live petgraph lattice.

Before every response, ECHO scans its Scar lattice for similar past mistakes. The more it's corrected, the harder it is to fool. Mistakes are not erased — they become assets.

**Core loop:**
```
prompt → pre-scan Scar lattice → inject caution context → generate → correction → new Scar forms
```

**Scar types:** Factual · Logical · Contextual · Hallucination · Overconfidence

**Domain Weakness Map** — ECHO tracks which topics it's systematically weak in and suppresses confidence automatically in high-risk domains.

**OpenAI-compatible API** — drop-in via `POST /v1/chat/completions`. Corrections via `POST /v1/echo/correct`.

| Model | Params | Base | Language |
|---|---|---|---|
| ECHO-27B-V1 | 27B | Qwen3.5-27B (Opus 4.6 distilled) | Rust + candle |

[View ECHO Collection →](https://huggingface.co/collections/Matrix-Corp/echo-v1)

---

### 🎨 Matrix Voxel — 3D Generation
**Status:** 🔴 Planned · **Target:** A100 40GB

Flow-matching DiT backbone (~2.3B) with task-specific decoder heads. Generates 3D meshes, environments, printable models, and NeRF/Gaussian Splatting outputs.

| Model | Task | Outputs | License |
|---|---|---|---|
| Voxel Atlas | World/environment gen | .vox, .obj, .usd | 🟢 Open |
| Voxel Forge | 3D mesh & assets | .obj, .glb, .fbx, .usdz | 🟢 Open |
| Voxel Cast | 3D printable | .stl, .step, .3mf | 🟢 Open |
| Voxel Lens | NeRF / Gaussian Splatting | .ply (3DGS) | 🟢 Open |
| Voxel Prime | Unified all-in-one | All formats | 🟣 Closed |

---

### 🔷 Matrix Vexa — Crystalline Intelligence Substrate
**Status:** 🔴 Paused · 🟢 Open Source

Vexa is not a model. It is a new intelligence paradigm — a living lattice of **Glyphs** (structured meaning objects) that grows through **Crystallization** instead of training. 10 minutes on any CPU. No GPU required. Knowledge never goes stale — three background threads continuously update from the web, interactions, and decay.

Full paradigm definition and build prompt complete. Build paused, will resume.

[View Vexa Collection →](https://huggingface.co/collections/Matrix-Corp/vexa-v1)

---

### ⬛ ~~Kairiq — Critical Moment Intelligence Module~~
**Status:** ⬛ Deprecated

A Lume-native intelligence amplifier module designed to wrap Matrix models. Deprecated — the custom Lume language runtime exceeded practical build complexity. Core ideas (pre-scan, confidence suppression, domain routing) absorbed into ECHO.

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## Paradigms

| Name | Type | Status |
|---|---|---|
| Crystalline Intelligence (Vexa) | Non-neural knowledge substrate | 🔴 Paused |
| Living Error Memory (ECHO) | Scar-based mistake crystallization | 🔴 Build In Progress |
| Ferric Attention | Ownership-typed attention mechanism | 🩵 Research concept |

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## Reserved Names

These names are allocated to specific projects. Not available for other uses.

| Name | Allocated To |
|---|---|
| Vexa | Crystalline Intelligence Substrate |
| ECHO | Living Error Memory LLM |
| Axiom | Future extreme reasoning model (planned) |
| Lume | Declarative-relational language for Vexa |

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## Licensing

| Model Family | License |
|---|---|
| Zenith | Apache 2.0 |
| Vortex | Apache 2.0 |
| Touch Grass | Apache 2.0 |
| Matrix Lattice | Proprietary |
| Matrix ECHO | Apache 2.0 |
| Matrix Voxel (open tiers) | Apache 2.0 |
| Matrix Voxel Prime | Proprietary |
| Vexa | Apache 2.0 |

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*Matrix.Corp — building intelligence that knows its own limits.*