Update README.md

README.md

@@ -1,7 +1,4 @@
 ---
-base_model: Jackrong/Qwopus3.5-9B-Coder
-datasets:
-- guell00/Coder-max
 language:
 - pt
 - en
@@ -17,156 +14,16 @@ pipeline_tag: text-generation
 tags:
 - code
 - coding
-- coder
-- qwen
-- qwen3.5
 - gguf
 - unsloth
 - lora
-- sft
 - html
-- css
 - javascript
 - threejs
-- canvas
 - python
 - multilingual
 ---
 
-<div align="center">
-
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 360" width="100%" height="auto">
-  <defs>
-    <linearGradient id="bg" x1="0%" y1="0%" x2="100%" y2="100%">
-      <stop offset="0%" stop-color="#050507"/>
-      <stop offset="45%" stop-color="#0d0914"/>
-      <stop offset="100%" stop-color="#071116"/>
-    </linearGradient>
-
-    <linearGradient id="obsidian" x1="0%" y1="0%" x2="100%" y2="0%">
-      <stop offset="0%" stop-color="#7c3aed"/>
-      <stop offset="45%" stop-color="#c026d3"/>
-      <stop offset="100%" stop-color="#06b6d4"/>
-    </linearGradient>
-
-    <filter id="glow">
-      <feGaussianBlur stdDeviation="5" result="blur"/>
-      <feMerge>
-        <feMergeNode in="blur"/>
-        <feMergeNode in="SourceGraphic"/>
-      </feMerge>
-    </filter>
-  </defs>
-
-  <rect width="1200" height="360" rx="22" fill="url(#bg)"/>
-
-  <rect x="2" y="2" width="1196" height="356" rx="20"
-        fill="none"
-        stroke="url(#obsidian)"
-        stroke-width="2"
-        opacity="0.5"/>
-
-  <g opacity="0.07" stroke="#a855f7">
-    <path d="M0 90H1200 M0 180H1200 M0 270H1200"/>
-    <path d="M150 0V360 M300 0V360 M450 0V360 M600 0V360 M750 0V360 M900 0V360 M1050 0V360"/>
-  </g>
-
-  <g transform="translate(85,70)" filter="url(#glow)">
-    <path d="M100 0 L180 62 L155 185 L100 225 L45 185 L20 62 Z"
-          fill="#0c0912"
-          stroke="url(#obsidian)"
-          stroke-width="3"/>
-
-    <path d="M100 25 L145 75 L128 160 L100 195 L72 160 L55 75 Z"
-          fill="#171020"
-          stroke="#8b5cf6"
-          stroke-width="2"/>
-
-    <path d="M100 45 L120 100 L100 170 L80 100 Z"
-          fill="url(#obsidian)"/>
-  </g>
-
-  <text x="330" y="125"
-        font-family="-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif"
-        font-size="58"
-        font-weight="900"
-        fill="url(#obsidian)"
-        letter-spacing="3">
-    OBSIDIAN
-  </text>
-
-  <text x="334" y="177"
-        font-family="-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif"
-        font-size="30"
-        font-weight="800"
-        fill="#e2e8f0"
-        letter-spacing="6">
-    9B CODER
-  </text>
-
-  <text x="334" y="218"
-        font-family="monospace"
-        font-size="16"
-        fill="#94a3b8">
-    QWEN CODER • MULTILINGUAL • FRONTEND SPECIALIZED
-  </text>
-
-  <g transform="translate(334,250)">
-    <rect width="130" height="30" rx="15"
-          fill="#7c3aed"
-          fill-opacity="0.18"/>
-    <text x="65" y="20"
-          text-anchor="middle"
-          font-family="monospace"
-          font-size="12"
-          fill="#c4b5fd">
-      THREE.JS
-    </text>
-
-    <rect x="145" width="130" height="30" rx="15"
-          fill="#c026d3"
-          fill-opacity="0.16"/>
-    <text x="210" y="20"
-          text-anchor="middle"
-          font-family="monospace"
-          font-size="12"
-          fill="#f0abfc">
-      JAVASCRIPT
-    </text>
-
-    <rect x="290" width="130" height="30" rx="15"
-          fill="#2563eb"
-          fill-opacity="0.16"/>
-    <text x="355" y="20"
-          text-anchor="middle"
-          font-family="monospace"
-          font-size="12"
-          fill="#93c5fd">
-      HTML/CSS
-    </text>
-
-    <rect x="435" width="130" height="30" rx="15"
-          fill="#0891b2"
-          fill-opacity="0.16"/>
-    <text x="500" y="20"
-          text-anchor="middle"
-          font-family="monospace"
-          font-size="12"
-          fill="#67e8f9">
-      CANVAS
-    </text>
-  </g>
-
-  <text x="334" y="320"
-        font-family="monospace"
-        font-size="13"
-        fill="#64748b">
-    FORGED FOR COMPLETE CODE GENERATION
-  </text>
-</svg>
-
-</div>
-
 # OBSIDIAN-9B-Coder
 
 **OBSIDIAN-9B-Coder** is a 9B coding model fine-tuned on the **Coder Max Multilingual** dataset.
@@ -177,62 +34,22 @@ The model is specialized in generating **complete software implementations**, wi
 
 ---
 
-<div align="center">
-
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 125" width="100%">
-  <rect width="1200" height="125" rx="18"
-        fill="#08080d"
-        stroke="#312e81"
-        stroke-opacity="0.7"/>
-
-  <g font-family="monospace" text-anchor="middle">
-
-    <text x="120" y="48"
-          font-size="27"
-          font-weight="900"
-          fill="#c4b5fd">9B</text>
-    <text x="120" y="78"
-          font-size="11"
-          fill="#64748b">MODEL CLASS</text>
-
-    <text x="360" y="48"
-          font-size="27"
-          font-weight="900"
-          fill="#67e8f9">32K</text>
-    <text x="360" y="78"
-          font-size="11"
-          fill="#64748b">TRAINING CONTEXT</text>
-
-    <text x="600" y="48"
-          font-size="27"
-          font-weight="900"
-          fill="#f0abfc">10</text>
-    <text x="600" y="78"
-          font-size="11"
-          fill="#64748b">LANGUAGES</text>
-
-    <text x="840" y="48"
-          font-size="27"
-          font-weight="900"
-          fill="#93c5fd">LoRA</text>
-    <text x="840" y="78"
-          font-size="11"
-          fill="#64748b">SFT</text>
-
-    <text x="1080" y="48"
-          font-size="27"
-          font-weight="900"
-          fill="#86efac">GGUF</text>
-    <text x="1080" y="78"
-          font-size="11"
-          fill="#64748b">READY</text>
-
-  </g>
-</svg>
-
-</div>
-
-## Overview
+## Highlights
+
+* **9B parameter-class coding model**
+* **32K training context**
+* **Multilingual coding support**
+* **Three.js specialization**
+* **Complete HTML/CSS/JavaScript applications**
+* **Canvas and browser graphics**
+* **Python and algorithmic code**
+* **LoRA supervised fine-tuning**
+* **GGUF quantizations available**
+* **Fine-tuned with Unsloth**
+
+---
+
+# Overview
 
 OBSIDIAN-9B-Coder was created to specialize a Qwen-based coding model toward **implementation-heavy programming tasks**.
 
@@ -240,128 +57,48 @@ Instead of focusing primarily on explanations surrounding code, the fine-tuning
 
 The model is particularly suited for:
 
-- Complete single-file web applications
-- HTML5 and modern CSS
-- JavaScript ES6+
-- Three.js
-- HTML5 Canvas
-- Interactive browser applications
-- Games and graphical experiments
-- DOM manipulation
-- Animation loops
-- State management
-- Python
-- Algorithmic programming
-- Multilingual programming instructions
+* Complete single-file web applications
+* HTML5 and modern CSS
+* JavaScript ES6+
+* Three.js
+* HTML5 Canvas
+* Interactive browser applications
+* Games and graphical experiments
+* DOM manipulation
+* Animation loops
+* State management
+* Python
+* Algorithmic programming
+* Multilingual programming instructions
 
 ---
 
-## Core Philosophy
-
-<div align="center">
-
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 220" width="100%">
-  <defs>
-    <linearGradient id="flow" x1="0%" y1="0%" x2="100%" y2="0%">
-      <stop offset="0%" stop-color="#7c3aed"/>
-      <stop offset="50%" stop-color="#c026d3"/>
-      <stop offset="100%" stop-color="#0891b2"/>
-    </linearGradient>
-  </defs>
-
-  <rect width="1200" height="220" rx="18"
-        fill="#07070b"
-        stroke="#27272a"/>
-
-  <text x="600" y="40"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="15"
-        font-weight="700"
-        fill="#c4b5fd">
-    FROM PROMPT TO COMPLETE SOFTWARE
-  </text>
-
-  <g font-family="monospace" text-anchor="middle">
-
-    <rect x="75" y="80" width="230" height="70" rx="14"
-          fill="#120d1b"
-          stroke="#7c3aed"/>
-
-    <text x="190" y="109"
-          font-size="14"
-          fill="#ddd6fe">
-      USER REQUEST
-    </text>
-
-    <text x="190" y="132"
-          font-size="11"
-          fill="#64748b">
-      natural language
-    </text>
-
-    <path d="M305 115H445"
-          stroke="url(#flow)"
-          stroke-width="4"/>
-
-    <path d="M432 105L445 115L432 125"
-          fill="none"
-          stroke="#c026d3"
-          stroke-width="4"/>
-
-    <rect x="445" y="80" width="310" height="70" rx="14"
-          fill="#150d18"
-          stroke="#c026d3"/>
-
-    <text x="600" y="109"
-          font-size="14"
-          fill="#f5d0fe">
-      OBSIDIAN-9B-CODER
-    </text>
-
-    <text x="600" y="132"
-          font-size="11"
-          fill="#64748b">
-      generate + construct
-    </text>
-
-    <path d="M755 115H895"
-          stroke="url(#flow)"
-          stroke-width="4"/>
-
-    <path d="M882 105L895 115L882 125"
-          fill="none"
-          stroke="#0891b2"
-          stroke-width="4"/>
-
-    <rect x="895" y="80" width="230" height="70" rx="14"
-          fill="#07171b"
-          stroke="#0891b2"/>
-
-    <text x="1010" y="109"
-          font-size="14"
-          fill="#a5f3fc">
-      COMPLETE CODE
-    </text>
-
-    <text x="1010" y="132"
-          font-size="11"
-          fill="#64748b">
-      full implementation
-    </text>
-
-  </g>
-
-  <text x="600" y="190"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="11"
-        fill="#52525b">
-    LESS BOILERPLATE • MORE IMPLEMENTATION • COMPLETE OUTPUTS
-  </text>
-</svg>
-
-</div>
+# Core Philosophy
+
+```text
+USER REQUEST
+     ↓
+OBSIDIAN-9B-Coder
+     ↓
+COMPLETE IMPLEMENTATION
+     ↓
+HTML / CSS / JavaScript / Three.js / Python
+```
+
+The goal is simple:
+
+> **Less explanation. More implementation. Complete outputs.**
+
+OBSIDIAN is fine-tuned to preserve long application structure, including:
+
+* document layout;
+* event handlers;
+* state;
+* rendering loops;
+* interaction logic;
+* animation;
+* closing tags;
+* frontend lifecycle.
 
 ---
 
@@ -373,18 +110,18 @@ The repository contains multiple quantizations so users can select the appropria
 
 ## Available Model Files
 
-| File | Quantization | Notes |
-|---|---|---|
-| `Qwopus3.5-9B-Coder.Q8_0.gguf` | Q8_0 | Highest-quality quantized version |
-| `Qwopus3.5-9B-Coder.Q6_K.gguf` | Q6_K | High quality with reduced size |
-| `Qwopus3.5-9B-Coder.Q5_K_M.gguf` | Q5_K_M | Strong quality/size balance |
-| `Qwopus3.5-9B-Coder.Q4_K_M.gguf` | Q4_K_M | Recommended balance for local use |
-| `Qwopus3.5-9B-Coder.Q3_K_M.gguf` | Q3_K_M | Lower memory requirement |
-| `Qwopus3.5-9B-Coder.BF16-mmproj.gguf` | BF16 mmproj | Multimodal projector artifact |
+| File                                  | Quantization | Notes                             |
+| ------------------------------------- | ------------ | --------------------------------- |
+| `Qwopus3.5-9B-Coder.Q8_0.gguf`        | Q8_0         | Highest-quality quantized version |
+| `Qwopus3.5-9B-Coder.Q6_K.gguf`        | Q6_K         | High quality with reduced size    |
+| `Qwopus3.5-9B-Coder.Q5_K_M.gguf`      | Q5_K_M       | Strong quality/size balance       |
+| `Qwopus3.5-9B-Coder.Q4_K_M.gguf`      | Q4_K_M       | Recommended balance for local use |
+| `Qwopus3.5-9B-Coder.Q3_K_M.gguf`      | Q3_K_M       | Lower memory requirement          |
+| `Qwopus3.5-9B-Coder.BF16-mmproj.gguf` | BF16 mmproj  | Multimodal projector artifact     |
 
 ---
 
-## llama.cpp
+# llama.cpp
 
 For compatible text-generation configurations:
 
@@ -402,67 +139,37 @@ Depending on your environment and the files selected automatically by `llama.cpp
 
 ---
 
-## Quantization Guide
+# Quantization Guide
 
-<div align="center">
+## Q8_0
 
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 310" width="100%">
-  <rect width="1200" height="310" rx="20"
-        fill="#08080d"
-        stroke="#27272a"/>
+Best option when memory usage is less important and you want to preserve as much quality as practical in GGUF form.
 
-  <text x="600" y="42"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="16"
-        font-weight="700"
-        fill="#c4b5fd">
-    GGUF QUANTIZATION LADDER
-  </text>
+## Q6_K
 
-  <g font-family="monospace">
+High-quality quantization with lower memory requirements than Q8.
 
-    <text x="90" y="92" fill="#94a3b8">Q8_0</text>
-    <rect x="200" y="75" width="780" height="20" rx="10" fill="#18181b"/>
-    <rect x="200" y="75" width="760" height="20" rx="10" fill="#7c3aed"/>
-    <text x="1010" y="91" fill="#c4b5fd">QUALITY</text>
+## Q5_K_M
 
-    <text x="90" y="132" fill="#94a3b8">Q6_K</text>
-    <rect x="200" y="115" width="780" height="20" rx="10" fill="#18181b"/>
-    <rect x="200" y="115" width="700" height="20" rx="10" fill="#8b5cf6"/>
-    <text x="1010" y="131" fill="#c4b5fd">HIGH</text>
+A strong balance between quality and size.
 
-    <text x="90" y="172" fill="#94a3b8">Q5_K_M</text>
-    <rect x="200" y="155" width="780" height="20" rx="10" fill="#18181b"/>
-    <rect x="200" y="155" width="640" height="20" rx="10" fill="#c026d3"/>
-    <text x="1010" y="171" fill="#f0abfc">BALANCED+</text>
+Good choice for machines with moderate RAM/VRAM.
 
-    <text x="90" y="212" fill="#94a3b8">Q4_K_M</text>
-    <rect x="200" y="195" width="780" height="20" rx="10" fill="#18181b"/>
-    <rect x="200" y="195" width="570" height="20" rx="10" fill="#2563eb"/>
-    <text x="1010" y="211" fill="#93c5fd">BALANCED</text>
+## Q4_K_M
 
-    <text x="90" y="252" fill="#94a3b8">Q3_K_M</text>
-    <rect x="200" y="235" width="780" height="20" rx="10" fill="#18181b"/>
-    <rect x="200" y="235" width="470" height="20" rx="10" fill="#0891b2"/>
-    <text x="1010" y="251" fill="#67e8f9">COMPACT</text>
+Recommended general-purpose quantization.
 
-  </g>
+It usually offers a useful balance between:
 
-  <text x="600" y="288"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="11"
-        fill="#52525b">
-    MORE BITS → MORE MEMORY • FEWER BITS → SMALLER FOOTPRINT
-  </text>
-</svg>
+* memory usage;
+* inference speed;
+* output quality.
 
-</div>
+## Q3_K_M
 
-For most local deployments, **Q4_K_M** or **Q5_K_M** are reasonable starting points.
+Smaller memory footprint.
 
-Use **Q8_0** when memory is less constrained and preserving model quality is more important.
+Useful when hardware is constrained, at the cost of some model fidelity.
 
 ---
 
@@ -470,43 +177,46 @@ Use **Q8_0** when memory is less constrained and preserving model quality is mor
 
 OBSIDIAN-9B-Coder was fine-tuned using:
 
-**Coder Max Multilingual**  
+**Coder Max Multilingual**
+
+Repository:
+
 `guell00/Coder-max`
 
 Coder Max is a conversational supervised fine-tuning dataset focused heavily on code generation.
 
-The corpus was designed to contain complete implementations instead of heavily truncated programming answers.
+The corpus was designed to contain **complete implementations instead of heavily truncated programming answers**.
 
 ## Dataset Characteristics
 
-| Characteristic | Description |
-|---|---|
-| Format | JSONL |
-| Structure | Conversational messages |
-| Training type | Supervised Fine-Tuning |
-| Languages | 10 |
-| Main content | Programming |
-| Code density | ~95%+ |
-| Frontend focus | Strong |
-| Three.js specialization | Strong |
-| Long code outputs | Preserved |
+| Characteristic          | Description             |
+| ----------------------- | ----------------------- |
+| Format                  | JSONL                   |
+| Structure               | Conversational messages |
+| Training type           | Supervised Fine-Tuning  |
+| Languages               | 10                      |
+| Main content            | Programming             |
+| Code density            | ~95%+                   |
+| Frontend focus          | Strong                  |
+| Three.js specialization | Strong                  |
+| Long code outputs       | Preserved               |
 
 ---
 
-## Dataset Scale
+# Dataset Scale
 
 Coder Max is distributed in incremental variants.
 
-| Variant | Physical Size | Records | Messages | Code Density |
-|---|---:|---:|---:|---:|
-| `001MB` | 3,739,874 B | 109 | 220 | 99.08% |
-| `010MB` | 12,709,008 B | 969 | 2,012 | 96.18% |
-| `100MB` | 102,679,666 B | 9,790 | 20,396 | 95.84% |
-| `300MB` | 302,689,973 B | 29,233 | 60,916 | 95.83% |
-| `500MB` | 502,678,782 B | 48,676 | 101,442 | 95.82% |
-| `600MB` | 602,666,385 B | 58,466 | 121,848 | 95.82% |
-| `001GB` | 1,002,677,454 B | 97,499 | 203,200 | 95.82% |
-| `total_4GB` | 4,002,669,404 B | 390,302 | 813,452 | 95.81% |
+| Variant     |   Physical Size | Records | Messages | Code Density |
+| ----------- | --------------: | ------: | -------: | -----------: |
+| `001MB`     |     3,739,874 B |     109 |      220 |       99.08% |
+| `010MB`     |    12,709,008 B |     969 |    2,012 |       96.18% |
+| `100MB`     |   102,679,666 B |   9,790 |   20,396 |       95.84% |
+| `300MB`     |   302,689,973 B |  29,233 |   60,916 |       95.83% |
+| `500MB`     |   502,678,782 B |  48,676 |  101,442 |       95.82% |
+| `600MB`     |   602,666,385 B |  58,466 |  121,848 |       95.82% |
+| `001GB`     | 1,002,677,454 B |  97,499 |  203,200 |       95.82% |
+| `total_4GB` | 4,002,669,404 B | 390,302 |  813,452 |       95.81% |
 
 The larger variants contain the content represented by the smaller variants, allowing different training scales without requiring manual concatenation.
 
@@ -514,75 +224,27 @@ The larger variants contain the content represented by the smaller variants, all
 
 # Specialization
 
-<div align="center">
-
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 335" width="100%">
-  <rect width="1200" height="335" rx="20"
-        fill="#08080d"
-        stroke="#27272a"/>
-
-  <text x="600" y="43"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="16"
-        font-weight="700"
-        fill="#e2e8f0">
-    OBSIDIAN SPECIALIZATION
-  </text>
-
-  <g font-family="monospace" font-size="13">
-
-    <text x="85" y="95" fill="#94a3b8">Three.js</text>
-    <rect x="245" y="78" width="780" height="22" rx="11" fill="#18181b"/>
-    <rect x="245" y="78" width="755" height="22" rx="11" fill="#7c3aed"/>
-    <text x="1060" y="95" fill="#c4b5fd">CORE</text>
-
-    <text x="85" y="140" fill="#94a3b8">JavaScript</text>
-    <rect x="245" y="123" width="780" height="22" rx="11" fill="#18181b"/>
-    <rect x="245" y="123" width="740" height="22" rx="11" fill="#a21caf"/>
-    <text x="1060" y="140" fill="#f0abfc">HIGH</text>
-
-    <text x="85" y="185" fill="#94a3b8">HTML / CSS</text>
-    <rect x="245" y="168" width="780" height="22" rx="11" fill="#18181b"/>
-    <rect x="245" y="168" width="720" height="22" rx="11" fill="#2563eb"/>
-    <text x="1060" y="185" fill="#93c5fd">HIGH</text>
-
-    <text x="85" y="230" fill="#94a3b8">Canvas</text>
-    <rect x="245" y="213" width="780" height="22" rx="11" fill="#18181b"/>
-    <rect x="245" y="213" width="680" height="22" rx="11" fill="#0891b2"/>
-    <text x="1060" y="230" fill="#67e8f9">HIGH</text>
-
-    <text x="85" y="275" fill="#94a3b8">Python</text>
-    <rect x="245" y="258" width="780" height="22" rx="11" fill="#18181b"/>
-    <rect x="245" y="258" width="610" height="22" rx="11" fill="#4f46e5"/>
-    <text x="1060" y="275" fill="#a5b4fc">STRONG</text>
-
-  </g>
-</svg>
-
-</div>
-
 ## Three.js
 
 Three.js is one of the primary specialization targets of OBSIDIAN.
 
 Training examples include patterns involving:
 
-- Scene creation
-- Perspective cameras
-- Lighting
-- Meshes
-- Materials
-- Geometry
-- Animation loops
-- Browser interaction
-- Keyboard input
-- Game mechanics
-- 3D environments
-- Interactive simulations
-- Single-file applications
-
-The goal is to teach the model to connect all required pieces of a Three.js application rather than merely outputting isolated API examples.
+* scene creation;
+* perspective cameras;
+* lighting;
+* meshes;
+* materials;
+* geometry;
+* animation loops;
+* browser interaction;
+* keyboard input;
+* game mechanics;
+* 3D environments;
+* interactive simulations;
+* single-file applications.
+
+The goal is to teach the model to connect all required pieces of a Three.js application rather than merely output isolated API examples.
 
 ---
 
@@ -636,103 +298,22 @@ A typical training target may contain an entire application:
 
 # Multilingual Programming
 
-<div align="center">
-
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 180" width="100%">
-  <rect width="1200" height="180" rx="18"
-        fill="#09090e"
-        stroke="#27272a"/>
-
-  <text x="600" y="38"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="15"
-        font-weight="700"
-        fill="#a78bfa">
-    MULTILINGUAL CODE INSTRUCTIONS
-  </text>
-
-  <g font-family="monospace"
-     font-size="14"
-     text-anchor="middle">
-
-    <g transform="translate(55,70)">
-      <rect width="100" height="42" rx="10" fill="#18121f" stroke="#7c3aed"/>
-      <text x="50" y="26" fill="#ddd6fe">PT</text>
-    </g>
-
-    <g transform="translate(165,70)">
-      <rect width="100" height="42" rx="10" fill="#18121f" stroke="#8b5cf6"/>
-      <text x="50" y="26" fill="#ddd6fe">EN</text>
-    </g>
-
-    <g transform="translate(275,70)">
-      <rect width="100" height="42" rx="10" fill="#18121f" stroke="#a855f7"/>
-      <text x="50" y="26" fill="#e9d5ff">ES</text>
-    </g>
-
-    <g transform="translate(385,70)">
-      <rect width="100" height="42" rx="10" fill="#19111e" stroke="#c026d3"/>
-      <text x="50" y="26" fill="#f5d0fe">FR</text>
-    </g>
-
-    <g transform="translate(495,70)">
-      <rect width="100" height="42" rx="10" fill="#19111e" stroke="#db2777"/>
-      <text x="50" y="26" fill="#fbcfe8">DE</text>
-    </g>
-
-    <g transform="translate(605,70)">
-      <rect width="100" height="42" rx="10" fill="#10131f" stroke="#2563eb"/>
-      <text x="50" y="26" fill="#bfdbfe">IT</text>
-    </g>
-
-    <g transform="translate(715,70)">
-      <rect width="100" height="42" rx="10" fill="#0c151c" stroke="#0284c7"/>
-      <text x="50" y="26" fill="#bae6fd">JA</text>
-    </g>
-
-    <g transform="translate(825,70)">
-      <rect width="100" height="42" rx="10" fill="#0c1519" stroke="#0891b2"/>
-      <text x="50" y="26" fill="#a5f3fc">ZH</text>
-    </g>
-
-    <g transform="translate(935,70)">
-      <rect width="100" height="42" rx="10" fill="#0c1718" stroke="#0d9488"/>
-      <text x="50" y="26" fill="#99f6e4">RU</text>
-    </g>
-
-    <g transform="translate(1045,70)">
-      <rect width="100" height="42" rx="10" fill="#0c1715" stroke="#10b981"/>
-      <text x="50" y="26" fill="#a7f3d0">TR</text>
-    </g>
-
-  </g>
-
-  <text x="600" y="148"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="11"
-        fill="#52525b">
-    10-LANGUAGE PROMPT MATRIX
-  </text>
-</svg>
-
-</div>
-
-The training corpus contains programming instructions across:
-
-| Language | Code |
-|---|---|
+The training corpus contains programming instructions across 10 languages.
+
+| Language  | Code |
+| --------- | ---- |
 | Português | `pt` |
-| English | `en` |
-| Español | `es` |
-| Français | `fr` |
-| Deutsch | `de` |
-| Italiano | `it` |
-| 日本語 | `ja` |
-| 简体中文 | `zh` |
-| Русский | `ru` |
-| Türkçe | `tr` |
+| English   | `en` |
+| Español   | `es` |
+| Français  | `fr` |
+| Deutsch   | `de` |
+| Italiano  | `it` |
+| 日本語       | `ja` |
+| 简体中文      | `zh` |
+| Русский   | `ru` |
+| Türkçe    | `tr` |
+
+The objective is to make programming capability less dependent on the language used in the instruction.
 
 ---
 
@@ -771,9 +352,29 @@ down_proj
 
 ---
 
+# Training Strategy
+
+The model was trained with a code-heavy SFT corpus designed around long-form completions.
+
+Important characteristics include:
+
+* long HTML responses;
+* complete application generation;
+* repeated high-value specialization examples;
+* multilingual prompt variants;
+* frontend-oriented training;
+* Three.js and Canvas exposure;
+* assistant-response-only loss.
+
+Intentional repetitions may exist in the source dataset as part of the specialization strategy.
+
+These repetitions are used to reinforce selected programming behaviors rather than representing accidental duplicate ingestion.
+
+---
+
 # Example Prompts
 
-### Three.js
+## Three.js
 
 ```text
 Create a complete Three.js game inside a single HTML file.
@@ -791,7 +392,7 @@ Include:
 Return the complete HTML file.
 ```
 
-### Portuguese
+## Portuguese
 
 ```text
 Crie uma aplicação web completa usando HTML, CSS e JavaScript.
@@ -802,7 +403,7 @@ estado interno e interação com o usuário.
 Retorne o arquivo HTML completo.
 ```
 
-### Canvas
+## Canvas
 
 ```text
 Build a complete interactive particle simulation using the
@@ -812,6 +413,14 @@ Include mouse interaction, animation, responsive resizing
 and performance-conscious rendering.
 ```
 
+## Python
+
+```text
+Implement a complete Python solution for the following problem.
+
+Explain the algorithm briefly and return working code.
+```
+
 ---
 
 # Recommended Generation
@@ -832,27 +441,26 @@ temperature: 0.5 - 0.7
 top_p: 0.9 - 0.95
 ```
 
-These values are starting points rather than guarantees. Generation settings should be benchmarked for the target workload.
-
----
+These values are starting points rather than guarantees.
 
-# Limitations
+Generation settings should be benchmarked for the target workload.
 
-OBSIDIAN-9B-Coder is a generative model.
+---
 
-Generated code can contain:
+# Intended Use
 
-- logical errors;
-- security vulnerabilities;
-- hallucinated APIs;
-- outdated library usage;
-- incomplete edge-case handling;
-- incorrect assumptions;
-- dependency incompatibilities.
+OBSIDIAN-9B-Coder is intended for:
 
-Generated applications should be inspected and tested before production deployment.
-
-The model's context capacity also does not guarantee perfect reasoning or perfect retention across every token in a long context.
+* coding assistants;
+* frontend code generation;
+* HTML/CSS/JavaScript generation;
+* Three.js generation;
+* Canvas applications;
+* Python programming;
+* programming experiments;
+* multilingual coding assistants;
+* local coding models;
+* research into code-specialized fine-tuning.
 
 ---
 
@@ -860,85 +468,55 @@ The model's context capacity also does not guarantee perfect reasoning or perfec
 
 For coding models such as OBSIDIAN, executable evaluation is strongly recommended.
 
-<div align="center">
-
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 210" width="100%">
-  <rect width="1200" height="210" rx="18"
-        fill="#08080c"
-        stroke="#27272a"/>
-
-  <text x="600" y="38"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="15"
-        font-weight="700"
-        fill="#c4b5fd">
-    CODE EVALUATION PIPELINE
-  </text>
-
-  <g font-family="monospace"
-     font-size="12"
-     text-anchor="middle">
-
-    <rect x="50" y="85" width="170" height="55" rx="12"
-          fill="#130d1c"
-          stroke="#7c3aed"/>
-    <text x="135" y="118" fill="#ddd6fe">GENERATE</text>
-
-    <text x="250" y="118" fill="#7c3aed">→</text>
-
-    <rect x="280" y="85" width="170" height="55" rx="12"
-          fill="#160d18"
-          stroke="#c026d3"/>
-    <text x="365" y="118" fill="#f5d0fe">PARSE</text>
+Useful evaluation categories include:
 
-    <text x="480" y="118" fill="#c026d3">→</text>
+* HTML completeness;
+* CSS validity;
+* JavaScript syntax;
+* Three.js initialization;
+* rendering-loop correctness;
+* DOM interaction;
+* Canvas rendering;
+* Python syntax;
+* algorithmic correctness;
+* long-response completion;
+* multilingual instruction following.
 
-    <rect x="510" y="85" width="170" height="55" rx="12"
-          fill="#10121b"
-          stroke="#2563eb"/>
-    <text x="595" y="118" fill="#bfdbfe">EXECUTE</text>
+A useful evaluation pipeline is:
 
-    <text x="710" y="118" fill="#2563eb">→</text>
+```text
+GENERATE
+   ↓
+PARSE
+   ↓
+EXECUTE
+   ↓
+INSPECT
+   ↓
+TEST
+```
 
-    <rect x="740" y="85" width="170" height="55" rx="12"
-          fill="#08151a"
-          stroke="#0891b2"/>
-    <text x="825" y="118" fill="#a5f3fc">INSPECT</text>
+Execution matters more than text similarity when evaluating generated software.
 
-    <text x="940" y="118" fill="#0891b2">→</text>
+---
 
-    <rect x="970" y="85" width="180" height="55" rx="12"
-          fill="#091712"
-          stroke="#10b981"/>
-    <text x="1060" y="118" fill="#a7f3d0">TEST</text>
+# Limitations
 
-  </g>
+OBSIDIAN-9B-Coder is a generative model.
 
-  <text x="600" y="177"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="11"
-        fill="#52525b">
-    EXECUTION MATTERS MORE THAN TEXT SIMILARITY
-  </text>
-</svg>
+Generated code can contain:
 
-</div>
+* logical errors;
+* security vulnerabilities;
+* hallucinated APIs;
+* outdated library usage;
+* incomplete edge-case handling;
+* incorrect assumptions;
+* dependency incompatibilities.
 
-Useful evaluation categories include:
+Generated applications should be inspected and tested before production deployment.
 
-- HTML completeness
-- CSS validity
-- JavaScript syntax
-- Three.js initialization
-- Rendering-loop correctness
-- DOM interaction
-- Canvas rendering
-- Python syntax
-- Algorithmic correctness
-- Long-response completion
-- Multilingual instruction following
+The model's context capacity also does not guarantee perfect reasoning or perfect retention across every token in a long context.
 
 ---
 
@@ -948,14 +526,12 @@ Coder Max includes metadata intended to support corpus integrity and provenance
 
 Dataset preparation includes:
 
-- syntax-oriented filtering;
-- preservation of complete code;
-- credential and runtime artifact sanitization;
-- SHA-256 provenance metadata;
-- multilingual prompt labeling;
-- frontend classification metadata.
-
-Some repetitions in the dataset may be intentional and used to reinforce selected programming patterns and technologies.
+* syntax-oriented filtering;
+* preservation of complete code;
+* credential and runtime artifact sanitization;
+* SHA-256 provenance metadata;
+* multilingual prompt labeling;
+* frontend classification metadata.
 
 ---
 
@@ -971,69 +547,47 @@ Users redistributing or deploying the model should review the licensing and usag
 
 ---
 
-<div align="center">
+# Model Identity
 
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 300" width="100%">
-  <defs>
-    <radialGradient id="finalGlow">
-      <stop offset="0%" stop-color="#8b5cf6" stop-opacity="0.45"/>
-      <stop offset="100%" stop-color="#8b5cf6" stop-opacity="0"/>
-    </radialGradient>
+**Model:** OBSIDIAN-9B-Coder
 
-    <linearGradient id="finalBlade" x1="0%" y1="0%" x2="100%" y2="100%">
-      <stop offset="0%" stop-color="#c4b5fd"/>
-      <stop offset="50%" stop-color="#8b5cf6"/>
-      <stop offset="100%" stop-color="#22d3ee"/>
-    </linearGradient>
-  </defs>
+**Dataset:** Coder Max Multilingual
 
-  <rect width="1200" height="300" rx="20"
-        fill="#060609"/>
+**Author:** guell00
 
-  <circle cx="600" cy="135"
-          r="130"
-          fill="url(#finalGlow)"/>
+**Training framework:** Unsloth
 
-  <path d="M600 25 L685 80 L655 195 L600 245 L545 195 L515 80 Z"
-        fill="#0d0913"
-        stroke="url(#finalBlade)"
-        stroke-width="3"/>
+**Format:** GGUF
 
-  <path d="M600 50 L645 95 L625 180 L600 215 L575 180 L555 95 Z"
-        fill="#151020"
-        stroke="#22d3ee"
-        stroke-opacity="0.6"/>
+**Specialization:**
 
-  <path d="M600 70 L619 118 L600 190 L581 118 Z"
-        fill="url(#finalBlade)"/>
+`Three.js` • `JavaScript` • `HTML` • `CSS` • `Canvas` • `Python` • `Multilingual`
 
-  <text x="600" y="278"
-        text-anchor="middle"
-        font-family="monospace"
-        font-size="13"
-        font-weight="700"
-        fill="#64748b">
-    OBSIDIAN // FORGED FOR CODE
-  </text>
-</svg>
+---
 
-</div>
+# Summary
 
-# Author
+OBSIDIAN-9B-Coder is a 9B coding model specialized through supervised fine-tuning on a highly code-dense multilingual dataset.
 
-**guell00**
+Its main focus is:
 
-**Model:** OBSIDIAN-9B-Coder  
-**Dataset:** Coder Max Multilingual
+> **Generating complete software instead of fragmented examples.**
 
----
+Primary strengths include:
+
+* frontend code generation;
+* Three.js;
+* JavaScript;
+* complete HTML applications;
+* Canvas;
+* Python;
+* multilingual programming instructions;
+* long code outputs.
 
-<div align="center">
+---
 
 ## OBSIDIAN-9B-Coder
 
 **Complete Code • Long Context • Interactive Software**
 
 `Three.js` • `JavaScript` • `HTML` • `CSS` • `Canvas` • `Python` • `Multilingual`
-
-</div>