Welcome 😊:

# Welcome 😊:

### **A Quill in your pocket to rewrite history?**
Who wouldn’t want that?

![alt text](<Main images/pocket quill.png>)

# Quillan System:

![alt text](<Main images/Anatomy.png>)

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# Model type:
Hierarchical Distributed Network Mixture of Experts (HNMoE)

![alt text](<Main images/topologyv5.png>)

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# What is Quillan-Ronin?

```js
is both an api prompt available for deployment with your favorite llms and also a stand alone model that builds but must be trained, and there is one ollama variant will update that soon as well.

ARCHITECTURAL MAPPING

ARCHITECTURAL_MAPPING = """
╔════════════════════════════════════════════════════════════════════════════╗
║                                Quillan-Ronin UNIFIED ARCHITECTURE v5.1     ║
║        (Router-First Multimodal MoE + Diffusion Reasoning Core)            ║
║                        Target: ~3.0B Parameters                            ║
╠════════════════════════════════════════════════════════════════════════════╣
║                                                                            ║
║  [RAW INPUT STREAMS]                                                       ║
║   Text | Audio | Video | Image                                             ║
║        │                                                                   ║
║        ▼                                                                   ║
║  ┌──────────────────────────────────────────────────────────────────────┐  ║
║  │ 1. MODAL ENCODERS [≈200M Params Total]                               │  ║
║  │ • Text Encoder   (~50M)  → Tokens / Embeddings                       │  ║
║  │ • Audio Encoder  (~50M)  → Waveform → Latent Tokens                  │  ║
║  │ • Video Encoder  (~50M)  → Spatiotemporal Tokens                     │  ║
║  │ • Image Encoder  (~50M)  → Patch Tokens                              │  ║
║  │ • Output: Unified Hidden Space (D=1024)                              │  ║
║  └──────────────────────────────────────────────────────────────────────┘  ║
║        │                                                                   ║
║        ▼                                                                   ║
║  ┌──────────────────────────────────────────────────────────────────────┐  ║
║  │ 2. COMPLEXITY ROUTER [≈300M Params]                                  │  ║
║  │ • Context-Aware Attention                                            │  ║
║  │ • Per-Token Complexity Scoring [0–1]                                 │  ║
║  │ • Routing Decision:                                                  │  ║
║  │     - Fast Path (Easy Tokens)                                        │  ║
║  │     - Diffusion Path (Hard Tokens)                                   │  ║
║  │ • Outputs Expert Affinity Hints (32 Experts)                         │  ║
║  └──────────────────────────────────────────────────────────────────────┘  ║
║        │                              │                                    ║
║        │                              │                                    ║
║        ▼                              ▼                                    ║
║  ┌────────────────────────────────┐  ┌─────────────────────────────────┐   ║
║  │ 3. MULTI-MODAL MoE [≈900M]     │  │ FAST PATH                       │   ║
║  │ • 32 Specialized Experts       │  │ • Skip Diffusion                │   ║
║  │ • Top-4 Experts / Token        │  │ • Low Latency                   │   ║
║  │ • Sparse Activation            │  │ • Cost-Efficient Inference      │   ║
║  │ • Router-Guided Gating         │  │                                 │   ║
║  └────────────────────────────────┘  └─────────────────────────────────┘   ║
║        │                              │                                    ║
║        └───────────────┬───────────────┘                                   ║
║                        │                                                   ║
║                        ▼                                                   ║
║  ┌──────────────────────────────────────────────────────────────────────┐  ║
║  │ 4. DIFFUSION REASONING CORE [≈500M Params]                           │  ║
║  │ • Activated ONLY for Complex Tokens                                  │  ║
║  │ • Multi-Step Iterative Refinement (T=5)                              │  ║
║  │ • Council-Based Reasoning Blocks                                     │  ║
║  │ • Time-Conditioned Attention + FFN                                   │  ║
║  │ • Produces Deep, Coherent Representations                            │  ║
║  └──────────────────────────────────────────────────────────────────────┘  ║
║                        │                                                   ║
║                        ▼                                                   ║
║  ┌──────────────────────────────────────────────────────────────────────┐  ║
║  │ 5. OUTPUT FINALIZATION [≈75M Params]                                 │  ║
║  │ • Cross-Modal Attention                        

... (truncated)