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README.md

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-<div align="center">
+**Thailand's Leading Sovereign AI Company** - Enterprise-grade AI APIs for Thai language: LLM, E-KYC, OCR, Speech & NLP. Trusted by 100+ companies with 50M+ API calls. ISO 29110 & iBeta certified.
 
-<img src="https://iapp.co.th/img/logo.svg" alt="iApp Technology Logo" width="120"/>
+**Open Models:** Chinda Thai LLM 4B (FREE API until Dec 2025!) | **Datasets:** 12+ Thai AI datasets
 
-# 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) |
-
-**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>
+[**Visit iapp.co.th**](https://iapp.co.th) | [**API Docs**](https://iapp.co.th/docs) | [**Pricing**](https://iapp.co.th/pricing) | [**Open Models**](https://iapp.co.th/openmodels/chinda-opensource-llm) | [**Datasets**](https://iapp.co.th/researches/datasets) | [**Publications**](https://iapp.co.th/researches/publications) | [**Discord**](https://discord.gg/kYcpmdEcS2)