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  <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/6547ee216b1695ac33d76867/PRjMaJNZfh53VTOXlqzDo.png" width="88" alt="GRINDA AI"/>
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# GRINDA AI

**Applied AI research from Korea, shipped into real products.**
GRINDA AI builds AI agents for global B2B. [Rinda](https://www.rinda.ai/en) finds overseas buyers and writes outreach in their own language; [Ara](https://www.grinda.ai/en/products/ara) is an AI employee that works inside your team's messenger. The models behind them start here.

Our open models and datasets are published under **[FINGU-AI](https://huggingface.co/FINGU-AI)**: 100+ models and 30+ datasets.

## Research areas

| Area | What we release | Browse |
|---|---|---|
| **Low-resource multilingual translation** | Qwen2.5 7B / 32B translation LLMs for Korean and Uzbek, Nepali, Khmer, Burmese, Mongolian, Sinhala, Tagalog, Thai, Vietnamese and more, plus scored evaluation sets | [Collection](https://huggingface.co/collections/FINGU-AI/low-resource-multilingual-translation-6af163703692a6fca0914b36) |
| **Embeddings & retrieval** | FingU sentence-embedding models (gte-Qwen2, stella and mpnet bases) evaluated on MTEB, with retrieval, reranking and STS data | [Collection](https://huggingface.co/collections/FINGU-AI/fingu-embeddings-6af1635943c4b34a0ae6c731) |
| **Finance-domain LLMs** | English / Korean / Japanese finance chat models and translated finance corpora | [Collection](https://huggingface.co/collections/FINGU-AI/finance-llms-and-data-6af163739ba5237bdad2bf08) |
| **Model merging** | SLERP and linear merges at 14B-32B for reasoning and multi-turn chat | [Collection](https://huggingface.co/collections/FINGU-AI/model-merges-14b-32b-6af16375a80d7c3ba0204050) |

## Start with these

- [**QWEN2.5-32B-2600s**](https://huggingface.co/FINGU-AI/QWEN2.5-32B-2600s): Qwen2.5-32B fine-tuned for translation across 16 languages ([FP8](https://huggingface.co/FINGU-AI/QWEN2.5-32B-2600s-FP8))
- [**FingUEm_V3**](https://huggingface.co/FINGU-AI/FingUEm_V3): 1.5B embedding model with full MTEB results in the card
- [**Chocolatine-Fusion-14B**](https://huggingface.co/FINGU-AI/Chocolatine-Fusion-14B): our most-liked merge
- [**FinguAI-Chat-v1**](https://huggingface.co/FINGU-AI/FinguAI-Chat-v1): finance chat model for English, Korean and Japanese

Licenses vary by model; check each model card.

## About us

- Founded in 2023 in Daejeon, South Korea; selected for Korea's TIPS deep-tech startup program
- Exhibited at CES 2024; building AI with finance, government and global partners
- Products: [Rinda](https://www.rinda.ai/en) (AI sales agent), [Ara](https://www.grinda.ai/en/products/ara) (AI employee), AI document OCR

## Work with us

Working on multilingual or low-resource-language AI, retrieval, or agents for real business workflows? We welcome research collaborations, data partnerships and feedback on our models.

- Questions about a model: open a discussion on its page
- Partnerships: [grinda.ai/en/contact](https://www.grinda.ai/en/contact)
- [Website](https://www.grinda.ai/en) · [GitHub](https://github.com/FINGU-GRINDA) · [LinkedIn](https://www.linkedin.com/company/grinda-ai)