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![](https://static.wixstatic.com/media/11062b_1a49de540b6d4acdb7fcc3d1647d6865f000.jpg/v1/fill/w_100,h_56,al_c,q_80,usm_0.66_1.00_0.01,blur_3,enc_auto/11062b_1a49de540b6d4acdb7fcc3d1647d6865f000.jpg)
It achieved high language-driven proprietary trading performance.
MicroBit pushed through traditional NLP limitations.
We employ the AI to bring greater return with stronger strategy resilience from news analysis to signal generation and then to trade execution.
The Technology We Use
Large Language Models (LLMs)
Compared to the complex pipeline of traditional NLP, LLMs can perform end-to-end text analysis, eliminating the need for complex pipelines and reducing costs.
![large language models](https://static.wixstatic.com/media/11062b_0e07f5ffaa024dfbbd1560e3c44cbdde~mv2.jpg/v1/fill/w_147,h_83,al_c,q_80,usm_0.66_1.00_0.01,blur_2,enc_auto/%E7%8E%BB%E7%92%83%E4%B8%8A%E7%9A%84%E6%96%87%E5%AD%97%E5%8F%8D%E5%B0%84.jpg)
![large language models](https://static.wixstatic.com/media/11062b_0e07f5ffaa024dfbbd1560e3c44cbdde~mv2.jpg/v1/fill/w_147,h_83,al_c,q_80,usm_0.66_1.00_0.01,blur_2,enc_auto/%E7%8E%BB%E7%92%83%E4%B8%8A%E7%9A%84%E6%96%87%E5%AD%97%E5%8F%8D%E5%B0%84.jpg)
Multi-Source Online Vector Database
Without high development and maintenance costs, this database stores vector representations of news articles from multiple sources, enabling real-time analysis and enhancing diversity.
![multi- source online vector database](https://static.wixstatic.com/media/11062b_cb4e004538ff4272a76cf2e7afe7cd44~mv2.jpg/v1/fill/w_147,h_83,al_c,q_80,usm_0.66_1.00_0.01,blur_2,enc_auto/11062b_cb4e004538ff4272a76cf2e7afe7cd44~mv2.jpg)
Proprietary Retrieval Technology
Our technology efficiently retrieves relevant news articles based on vector similarity with high accuracy.
![large language models](https://static.wixstatic.com/media/11062b_c9dd962b4b70476dbecaed3bb18a7708~mv2.jpg/v1/fill/w_147,h_83,al_c,q_80,usm_0.66_1.00_0.01,blur_2,enc_auto/11062b_c9dd962b4b70476dbecaed3bb18a7708~mv2.jpg)
![proprietary retrieval technology](https://static.wixstatic.com/media/11062b_b729f5b5e94b4f8cbebebbaff7d370b7~mv2.jpg/v1/fill/w_147,h_83,al_c,q_80,usm_0.66_1.00_0.01,blur_2,enc_auto/%E6%96%B9%E5%BD%A2%E7%A3%81%E7%A3%9A.jpg)
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