Founded in 2021, Knowledgator is a pioneering open-source machine learning research company formed by former computational biologists, AI researchers, and software engineers committed to advancing scientific knowledge. Recognizing the critical challenge of obtaining high-quality data in biology and medicine, the team initially aimed to create a comprehensive knowledge base. However, they soon shifted focus to develop innovative machine learning systems designed for efficiency, accuracy, interpretability, and zero-shot knowledge transfer. Between 2022 and 2023, they introduced multitask models such as the Universal Token Classification model and a T5-based encoder-decoder for large-scale information extraction. Embracing open-source principles, their technologies have exceeded five million downloads on Hugging Face. Since 2024, Knowledgator has contributed substantially to the GLiNER ecosystem, enhancing its architecture and introducing