Organization Card

Matrix.Corp

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

HuggingFace: Matrix-Corp · Founded by: Zandy-Wandy · GitHub: zapgaming

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⬛ Deprecated	Cancelled or superseded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	→
Zenith-28B-V1	28B	Qwen3.5-27B (Opus 4.6 distilled)	→
Zenith-32B-V1	32B	DeepSeek-R1-Distill-Qwen-32B	→
Zenith-70B-V1	70B	DeepSeek-R1-Distill-Llama-70B	→

View Zenith Collection →

🔬 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	→
Vortex-13B-V1	13B	→

View Vortex Collection →

🌿 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	→
TouchGrass-7B	7B	Qwen3.5-7B-Instruct	→

View Touch Grass Collection →

🌐 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	→
Lattice-430B	430B	~38B	128 top-4	1M	→
Lattice-671B	671B	~47B	256 top-4	1M	→

View Lattice Collection →

🩸 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 →

🎨 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 →

⬛ 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.

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

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

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