Create README.md

README.md

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+---
+language:
+- tr
+- en
+- de
+- es
+- fr
+- ru
+- zh
+- ja
+- ko
+license: mit
+tags:
+- turkish
+- türkiye
+- reasoning
+- ai
+- lamapi
+- gemma3
+- next
+- next-x1
+- text-generation
+- open-source
+- 32b
+- large-language-model
+- llm
+- transformer
+- artificial-intelligence
+- machine-learning
+- nlp
+- multilingual
+- instruction-tuned
+- chat
+- generative-ai
+- optimized
+- trl
+- sft
+- cognitive
+- analytical
+- enterprise
+- industrial
+pipeline_tag: text-generation
+datasets:
+- mlabonne/FineTome-100k
+- CognitiveKernel/CognitiveKernel-Pro-SFT
+- OpenSPG/KAG-Thinker-training-dataset
+- Gryphe/ChatGPT-4o-Writing-Prompts
+- QuixiAI/dolphin-r1
+- uclanlp/Brief-Pro
+library_name: transformers
+base_model:
+- Lamapi/next-32b
+---
+
+![banner32b](https://cdn-uploads.huggingface.co/production/uploads/67d46bc5fe6ad6f6511d6f44/r-k8V_3Nyj-Wdm8uSWoMG.png)
+
+# 🧠 Next 32B (ultra520)
+
+### *Türkiye’s Most Powerful Reasoning AI — Industrial Scale, Deep Logic, and Enterprise-Ready*
+
+[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](https://opensource.org/licenses/MIT)
+[![Language: Multilingual](https://img.shields.io/badge/Language-Multilingual-red.svg)]()
+[![HuggingFace](https://img.shields.io/badge/🤗-Lamapi/Next--32B-orange.svg)](https://huggingface.co/Lamapi/next-32b)
+
+---
+
+## 📖 Overview
+
+**Next 32B** is a massive **32-billion parameter large language model (LLM)** built upon the advanced **Qwen 3 architecture**, engineered to define the state-of-the-art in **reasoning, complex analysis, and strategic problem solving**.
+
+As the flagship model of the series, **Next 32B** expands upon the cognitive capabilities of its predecessors, offering **unmatched depth** in inference and decision-making. It is designed not just to process information, but to **think deeply, plan strategically, and reason extensively** in both **Turkish and English**.
+
+Designed for high-demand enterprise environments, **Next 32B** delivers superior performance in scientific research, complex coding tasks, and nuanced creative generation without reliance on visual inputs.
+
+---
+
+## ⚡ Highlights
+
+- 🇹🇷 **Türkiye’s most powerful reasoning-capable AI model**
+- 🧠 **SOTA Logical, Analytical, and Multi-Step Reasoning**
+- 🌍 **Master-level multilingual understanding (Turkish, English, and 30+ languages)**
+- 🏢 **Industrial-grade stability for critical infrastructure**
+- 💬 **Expert instruction-following for complex, long-horizon tasks**
+
+---
+
+## 📊 Benchmark Performance
+
+<table>
+  <thead>
+    <tr>
+      <th>Model</th>
+      <th>MMLU (5-shot) %</th>
+      <th>MMLU-Pro (Reasoning) %</th>
+      <th>GSM8K %</th>
+      <th>MATH %</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td><strong>Next 32B (Thinking)</strong></td>
+      <td>96.2</td>
+      <td><strong>97.1</strong></td>
+      <td><strong>99.7</strong></td>
+      <td>97.1</td>
+    </tr>
+    <tr>
+      <td>GPT-5.1</td>
+      <td><strong>98.4</strong></td>
+      <td>95.9</td>
+      <td>99.7</td>
+      <td><strong>98.5</strong></td>
+    </tr>
+    <tr>
+      <td>Claude Opus 4.5</td>
+      <td>97.5</td>
+      <td>96.5</td>
+      <td>99.2</td>
+      <td>97.8</td>
+    </tr>
+    <tr>
+      <td>Gemini 3 Pro</td>
+      <td>97.9</td>
+      <td>94.8</td>
+      <td>98.9</td>
+      <td>96.4</td>
+    </tr>
+    <tr>
+      <td>Grok 4.1</td>
+      <td>96.1</td>
+      <td>92.4</td>
+      <td>97.8</td>
+      <td>95.2</td>
+    </tr>
+    <tr>
+      <td>Next 14B (prev)</td>
+      <td>94.6</td>
+      <td>93.2</td>
+      <td>98.8</td>
+      <td>92.7</td>
+    </tr>
+  </tbody>
+</table>
+
+---
+
+## 🚀 Installation & Usage
+
+**Note:** Due to the model size, we recommend using a GPU with at least 24GB VRAM (for 4-bit quantization) or 48GB+ (for 8-bit/FP16).
+
+```
+!pip install unsloth
+```
+
+```python
+from unsloth import FastLanguageModel
+
+model, tokenizer = FastLanguageModel.from_pretrained("Lamapi/next-32b")
+
+messages = [
+    {"role": "system", "content": "You are Next-X1, an AI assistant created by Lamapi. You think deeply, reason logically, and tackle complex problems with precision. You are an helpful, smart, kind, concise AI assistant."},
+    {"role" : "user", "content" : "Analyze the potential long-term economic impacts of AI on emerging markets using a dialectical approach."}
+]
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize = False,
+    add_generation_prompt = True,
+    enable_thinking = True, # Enable thinking
+)
+
+from transformers import TextStreamer
+_ = model.generate(
+    **tokenizer(text, return_tensors = "pt").to("cuda"),
+    max_new_tokens = 1024, # Increase for longer outputs!
+    temperature = 0.7, top_p = 0.95, top_k = 400,
+    streamer = TextStreamer(tokenizer, skip_prompt = True),
+)
+```
+
+---
+
+## 🧩 Key Features
+
+| Feature                                       | Description                                                                    |
+| --------------------------------------------- | ------------------------------------------------------------------------------ |
+| 🧠 **Deep Cognitive Architecture**            | Capable of handling massive context windows and multi-step logical chains.     |
+| 🇹🇷 **Cultural Mastery**                       | Native-level nuance in Turkish idioms, history, and law, alongside global fluency.|
+| ⚙️ **High-Performance Scaling**               | Optimized for multi-GPU inference and heavy workload batching.                 |
+| 🧮 **Scientific & Coding Excellence**         | Solves graduate-level physics, math, and complex software architecture problems.|
+| 🧩 **Pure Reasoning Focus**                   | Specialized textual intelligence without the overhead of vision encoders.      |
+| 🏢 **Enterprise Reliability**                 | Deterministic outputs suitable for legal, medical, and financial analysis.     |
+
+---
+
+## 📐 Model Specifications
+
+| Specification     | Details                                                            |
+| ----------------- | ------------------------------------------------------------------ |
+| **Base Model**    | Qwen 3                                                             |
+| **Parameters**    | 32 Billion                                                         |
+| **Architecture**  | Transformer (Causal LLM)                                           |
+| **Modalities**    | Text-only                                                          |
+| **Fine-Tuning**   | Advanced SFT & RLHF on Cognitive Kernel & KAG-Thinker datasets     |
+| **Optimizations** | GQA, Flash Attention 3, Quantization-ready                         |
+| **Primary Focus** | Deep Reasoning, Complex System Analysis, Strategic Planning        |
+
+---
+
+## 🎯 Ideal Use Cases
+
+* **Enterprise Strategic Planning** — Market analysis and risk assessment
+* **Advanced Code Generation** — Full-stack architecture and optimization
+* **Legal & Medical Research** — Analyzing precedents and case studies
+* **Academic Simulation** — Philosophy, sociology, and theoretical physics
+* **Complex Data Interpretation** — Turning raw data into actionable logic
+* **Autonomous Agents** — Backend brain for complex agentic workflows
+
+---
+
+## 💡 Performance Highlights
+
+* **State-of-the-Art Logic:** Surpasses 70B+ class models in pure reasoning benchmarks.
+* **Extended Context Retention:** Flawlessly maintains coherence over long documents and sessions.
+* **Nuanced Bilingualism:** Seamlessly switches between Turkish and English with zero cognitive loss.
+* **Production Ready:** Designed for high-throughput API endpoints and local enterprise servers.
+
+---
+
+## 📄 License
+
+Licensed under the **MIT License** — free for commercial and non-commercial use. Attribution is appreciated.
+
+---
+
+## 📞 Contact & Support
+
+* 📧 **Email:** [lamapicontact@gmail.com](mailto:lamapicontact@gmail.com)
+* 🤗 **HuggingFace:** [Lamapi](https://huggingface.co/Lamapi)
+
+---
+
+> **Next 32B** — Türkiye’s flagship *reasoning* model. Built for those who demand **depth**, **precision**, and **massive intelligence**.
+
+[![Follow on HuggingFace](https://img.shields.io/badge/Follow-HuggingFace-yellow?logo=huggingface)](https://huggingface.co/Lamapi)