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-title: README
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+title: iApp Technology
+colorFrom: blue
+colorTo: purple
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-Edit this `README.md` markdown file to author your organization card.
+<div align="center">
+
+<img src="https://iapp.co.th/img/logo.svg" alt="iApp Technology Logo" width="120"/>
+
+# iApp Technology
+
+### Thailand's Leading Sovereign AI Company
+
+[![Website](https://img.shields.io/badge/Website-iapp.co.th-blue?style=for-the-badge&logo=googlechrome&logoColor=white)](https://iapp.co.th)
+[![API Docs](https://img.shields.io/badge/API_Docs-Documentation-green?style=for-the-badge&logo=bookstack&logoColor=white)](https://iapp.co.th/docs)
+[![Discord](https://img.shields.io/badge/Discord-Community-5865F2?style=for-the-badge&logo=discord&logoColor=white)](https://discord.gg/kYcpmdEcS2)
+
+**Empowering businesses with enterprise-grade AI solutions built for Thai language and local use cases.**
+
+[Explore Our APIs](https://iapp.co.th/docs) | [View Pricing](https://iapp.co.th/pricing) | [Contact Us](https://iapp.co.th/contact-us)
+
+</div>
+
+---
+
+## About Us
+
+**iApp Technology Co., Ltd.** is Thailand's leading sovereign AI company, providing enterprise-grade artificial intelligence solutions built specifically for Thai language and local use cases. We serve **100+ enterprise customers** including banks, insurance companies, and government agencies, with over **50 million API calls** processed.
+
+- **Founded:** With a mission to make AI accessible to Thai enterprises
+- **Certifications:** ISO 29110, iBeta PAD Level 1 & 2
+- **Compliance:** PDPA and GDPR compliant
+- **Headquarters:** Bangkok, Thailand
+
+Learn more at [iapp.co.th/about-us](https://iapp.co.th/about-us)
+
+---
+
+## Featured Models
+
+### Chinda Thai LLM
+
+Our flagship Thai language model, optimized for Thai text understanding and generation.
+
+| Model | Parameters | Description | Link |
+|-------|------------|-------------|------|
+| **[chinda-qwen3-4b](https://huggingface.co/iapp/chinda-qwen3-4b)** | 4B | Full-precision Thai LLM for text generation | [Try API](https://iapp.co.th/docs/llm/chinda-4b) |
+| **[chinda-qwen3-4b-gguf](https://huggingface.co/iapp/chinda-qwen3-4b-gguf)** | 4B | GGUF format for local deployment (Ollama, LM Studio) | [Tutorial](https://iapp.co.th/openmodels/chinda-llm-ollama-tutorial) |
+| **[Qwen2.5-VL-7B-Instruct](https://huggingface.co/iapp/Qwen2.5-VL-7B-Instruct)** | 7B | Vision-Language model for image understanding | [Docs](https://iapp.co.th/docs) |
+
+**FREE API Access:** Chinda Thai LLM 4B API is FREE until Dec 31, 2025!
+[Get Started](https://iapp.co.th/blog/introducing-chinda-llm-api-free-thai-language-model)
+
+---
+
+## Open Datasets
+
+We believe in advancing AI research through open collaboration. Here are our publicly available datasets:
+
+### Evaluation & Benchmarking
+
+| Dataset | Size | Downloads | Description |
+|---------|------|-----------|-------------|
+| [OpenThaiEval](https://huggingface.co/datasets/iapp/openthaieval) | 1,200 | 52 | Comprehensive evaluation dataset for Thai LLMs |
+| [OpenAI HumanEval-TH](https://huggingface.co/datasets/iapp/openai_humaneval-th) | 164 | 164 | Thai translation of OpenAI's HumanEval |
+| [Code Generation Lite-TH](https://huggingface.co/datasets/iapp/code_generation_lite-th) | 111 | 111 | Code generation evaluation in Thai context |
+
+### Mathematics & Reasoning
+
+| Dataset | Size | Downloads | Description |
+|---------|------|-----------|-------------|
+| [AIME 2024-TH](https://huggingface.co/datasets/iapp/aime_2024-th) | 30 | 30 | Thai AIME 2024 math problems |
+| [Math-500-TH](https://huggingface.co/datasets/iapp/math-500-th) | 500 | 500 | Thai mathematics reasoning dataset |
+| [AIMO Validation AIME-TH](https://huggingface.co/datasets/iapp/aimo-validation-aime-th) | 90 | 90 | AI Mathematical Olympiad validation |
+
+### Training & Specialized Datasets
+
+| Dataset | Size | Downloads | Description |
+|---------|------|-----------|-------------|
+| [Thai-R1-Distill-SFT](https://huggingface.co/datasets/iapp/Thai-R1-Distill-SFT) | 10K | 10K+ | SFT dataset for reasoning capabilities |
+| [Thai Handwriting Dataset](https://huggingface.co/datasets/iapp/thai_handwriting_dataset) | 13.6K | 13.6K+ | Thai handwritten text for OCR |
+| [RAG Thai Laws](https://huggingface.co/datasets/iapp/rag_thai_laws) | 42.8K | 42.8K+ | Thai legal documents for RAG systems |
+| [Thai Famous People Images](https://huggingface.co/datasets/iapp/thai_famous_people_images_dataset) | 4.2K | 4.2K+ | Thai celebrity face dataset |
+
+Browse all datasets: [huggingface.co/datasets/iapp](https://huggingface.co/datasets/iapp)
+
+---
+
+## Research & Publications
+
+Our research team actively contributes to advancing AI for Thai language:
+
+### 2025
+
+- **[OpenThaiGPT 1.6 and R1](https://arxiv.org/abs/2504.01789)** - Thai-Centric Open Source and Reasoning Large Language Models
+  *Sumeth Yuenyong, Thodsaporn Chay-intr, Kobkrit Viriyayudhakorn*
+
+- **[LLaVAC: Fine-tuning LLaVA as a Multimodal Sentiment Classifier](https://arxiv.org/abs/2502.02938)**
+  *T. Chay-intr, Y. Chen, K. Viriyayudhakorn, T. Theeramunkong*
+
+### 2024
+
+- **[OpenThaiGPT 1.5: Technical Report](https://link.springer.com/chapter/10.1007/978-3-031-97144-0_19)** - NLDB 2024
+  *Sumeth Yuenyong, Kobkrit Viriyayudhakorn, et al.*
+
+View all publications: [iapp.co.th/researches/publications](https://iapp.co.th/researches/publications)
+
+---
+
+## Enterprise AI APIs
+
+Beyond open source, we provide production-ready AI APIs:
+
+| Category | APIs | Documentation |
+|----------|------|---------------|
+| **E-KYC** | Face Verification, Liveness Detection, ID Card OCR | [Docs](https://iapp.co.th/docs/category/-electronic-know-your-customer-e-kyc) |
+| **LLM** | Chinda Thai LLM, DeepSeek, Thanoy Legal AI | [Docs](https://iapp.co.th/docs/category/-large-language-model) |
+| **OCR** | Thai ID Card, Passport, Driver License, Documents | [Docs](https://iapp.co.th/docs/category/-thai-document-optical-character-recognition-thai-document-ocr) |
+| **Speech** | Thai ASR (Speech-to-Text), TTS (Text-to-Speech) | [Docs](https://iapp.co.th/docs/category/%EF%B8%8F-speech-technology) |
+| **NLP** | Translation, Sentiment Analysis, Summarization | [Docs](https://iapp.co.th/docs/category/-thai-natural-language-processing) |
+| **Smart City** | License Plate Recognition, Object Detection | [Docs](https://iapp.co.th/docs/category/%EF%B8%8F-smart-city-ai) |
+
+[View Full API Catalog](https://iapp.co.th/docs) | [Pricing](https://iapp.co.th/pricing)
+
+---
+
+## Quick Start
+
+### Using Chinda via API
+
+```python
+from openai import OpenAI
+
+client = OpenAI(
+    api_key="your-iapp-api-key",
+    base_url="https://api.iapp.co.th/v3/llm/chinda-4b"
+)
+
+response = client.chat.completions.create(
+    model="chinda-4b",
+    messages=[
+        {"role": "user", "content": "สวัสดีครับ ช่วยแนะนำอาหารไทยให้หน่อย"}
+    ]
+)
+
+print(response.choices[0].message.content)
+```
+
+### Using Chinda Locally (Ollama)
+
+```bash
+# Pull the model
+ollama pull hf.co/iapp/chinda-qwen3-4b-gguf
+
+# Run chat
+ollama run hf.co/iapp/chinda-qwen3-4b-gguf
+```
+
+[Full Ollama Tutorial](https://iapp.co.th/openmodels/chinda-llm-ollama-tutorial) | [LM Studio Tutorial](https://iapp.co.th/openmodels/chinda-lm-studio-tutorial)
+
+---
+
+## Community & Support
+
+- **Discord:** [Join our community](https://discord.gg/kYcpmdEcS2)
+- **GitHub:** [github.com/iapp-technology](https://github.com/iapp-technology)
+- **Documentation:** [iapp.co.th/docs](https://iapp.co.th/docs)
+- **Blog:** [iapp.co.th/blog](https://iapp.co.th/blog)
+- **API Status:** [status.iapp.co.th](https://status.iapp.co.th/status/iapp-ai-apis)
+
+---
+
+## Citation
+
+If you use our models or datasets in your research, please cite:
+
+```bibtex
+@misc{iapp_chinda_2024,
+  author = {iApp Technology Research Team},
+  title = {Chinda: Thai Large Language Model},
+  year = {2024},
+  publisher = {iApp Technology},
+  url = {https://iapp.co.th/openmodels/chinda-opensource-llm}
+}
+
+@misc{iapp_datasets_2024,
+  author = {iApp Technology Research Team},
+  title = {iApp Open Datasets for Thai AI Research},
+  year = {2024},
+  publisher = {iApp Technology},
+  url = {https://iapp.co.th/researches/datasets}
+}
+```
+
+---
+
+## Contact
+
+**iApp Technology Co., Ltd.**
+
+- **Website:** [https://iapp.co.th](https://iapp.co.th)
+- **Email:** sale@iapp.co.th
+- **Phone:** 086-322-5858
+- **Location:** Bangkok, Thailand
+
+[Contact Us](https://iapp.co.th/contact-us) | [Careers](https://iapp.co.th/careers)
+
+---
+
+<div align="center">
+
+**Made with in Thailand**
+
+*Advancing Thai AI for the World*
+
+[![iApp Technology](https://img.shields.io/badge/iApp-Technology-blue?style=flat-square)](https://iapp.co.th)
+
+</div>