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README.md

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-# 🏢 Welcome to Itbanque
+# Itbanque — Data Infrastructure for the Next Generation of AI  
 
-**Itbanque** is dedicated to providing both high-quality fine-tuned models and structured datasets for AI, machine learning, and data-driven applications across various domains.
+Welcome to **Itbanque**, where we don’t just showcase models — we build the foundations that make AI systems reliable, reproducible, and ready for the long run.  
 
 ---
 
-## 🧠 **Our Models**
+## 🌍 Who We Are  
 
-Itbanque fine-tunes open-source foundation models for domain-specific tasks, with a current focus on speech translation and transcription.
-We specialize in Whisper-based models adapted for accurate subtitle generation, especially for Japanese → Chinese translation.
+Itbanque is a company dedicated to building **trustworthy, scalable, and high-performance data infrastructure** for AI.  
+We believe that sustainable AI requires more than breakthroughs in model architecture — it requires solid pipelines that connect raw data to fine-tuned models in a transparent and verifiable way.  
 
+---
 
-### **Whisper-base-ja2zh**
-A Whisper base model fully fine-tuned for Japanese speech to Chinese text translation.
+## 🎯 Our Mission  
 
-- **BLEU Score** on Test Set: 0.72
-- **Dataset**: ScreenTalk-JA2ZH
+In a world where AI development moves faster than ever, **data should not be an afterthought**.  
+Our mission is to:  
 
----
+- Accelerate responsible AI development  
+- Bridge the gap between raw data and production-ready models  
+- Ensure every step is **optimized, validated, and aligned with real-world needs**  
 
-## 📊 **Our Datasets**
-We offer datasets with **structured, high-quality, and continuously updated** data, making them ideal for training AI models. 
+We put clarity, reproducibility, and durability at the heart of everything we build.  
 
-### 🔹 **ScreenTalk**
-A large-scale transcribed/translated speech dataset sourced from screen content, suitable for ASR and NLP tasks.
+---
 
-- **XS Size** – Limited sample dataset.
-- **Full Size** – Full access + real-time updates.
+## ⚙️ What We Do  
 
-👉 [Explore ScreenTalk Dataset](https://huggingface.co/datasets/DataLabX/ScreenTalk-XS)
+We provide end-to-end data infrastructure that powers the entire AI lifecycle — from collection to deployment:  
+
+- **Multilingual speech + text pipelines**: robust cleaning, alignment, and annotation workflows tailored for modern architectures like Whisper or MMS  
+- **Custom training interfaces**: support for fine-tuning, LoRA adapters, quantization, and domain adaptation  
+- **Evaluation & quality control**: multi-round evaluation with WER/BLEU metrics, hallucination detection, and human-in-the-loop review  
+- **Deployment-ready infrastructure**: secure data transfer, retraining pipelines, and scalable integration APIs  
 
 ---
 
-## 🚀 **Why Choose DataLabX?**
-✅ **High-quality, structured datasets** for AI training.  
-✅ **Regular updates** to ensure fresh, relevant data.  
-✅ **Different dataset sizes** to fit various user needs, from xs to full version.
+## 💡 Our Values  
+
+- **Focus with intention** — we build for long-term impact, not short-term trends  
+- **Clarity first** — transparency and reproducibility as the default  
+- **Durability over hype** — infrastructure that withstands time and scaling  
 
 ---
 
-💡 Support Our Work
-We are committed to providing high-quality datasets for AI research and development. Your support enables us to continue expanding and refining our datasets for better AI applications across multiple industries.
+## 🚀 Applications  
 
-🔗 Donate & Support
+Our infrastructure supports a wide range of partners:  
 
-<img src="https://cdn-uploads.huggingface.co/production/uploads/6781996a81e69ba91a2070f1/Bby8AOiyJ5MarpLttuKrF.jpeg" width="250" height="250"/>
+- Research labs exploring the next wave of AI  
+- Universities building new datasets and benchmarks  
+- Product teams deploying models in production, especially in regulated industries  
+
+Whether it’s prototyping or global-scale rollout, we provide the backbone for AI systems to thrive.  
 
 ---
 
-## 📬 **Get in Touch**
-If you have any questions, need a custom dataset, or require enterprise licensing, feel free to reach out:
+## 🔗 Connect With Us  
+
+- 🌐 Website: [**itbanque.com**](https://www.itbanque.com/)  
+- 📧 Contact: contact@itbanque.com  
+- 💼 Follow our latest updates on LinkedIn  
+
+---
 
-📧 **Contact:** [itbanque](mailto:contact@itbanque.com)
+✨ At Itbanque, we’re not chasing the latest trend — we’re building the **infrastructure that AI can stand on for decades to come.**