AI-Agentic Machine Translation is an open-source framework designed for research and development in machine translation. It orchestrates three core agents—a generator, an evaluator, and a refiner—to collaboratively produce, assess, and refine translations. Built on PyTorch and transformer models, the system supports supervised pre-training, reinforcement learning optimization, and configurable agent policies. Users can benchmark on standard datasets, track BLEU scores, and extend the pipeline with custom agents or reward functions to explore agentic collaboration in translation tasks.

DeepL is an advanced translation service that leverages artificial intelligence to deliver accurate and fluent translations. It supports a wide range of languages and is known for its high quality and contextual accuracy. Users can translate documents, text, or webpages effortlessly. DeepL also offers features like customization and tone adjustment to cater to different needs, whether professional or personal.

i18n Web is an innovative translation tool that specializes in translating JSON files and Markdown documents effortlessly. It employs large language models to ensure high-quality translations while maintaining the document's structure. Users can easily manage multilingual content, which is increasingly vital in today's global digital landscape. The tool supports various file types, making it indispensable for web developers and content creators aiming to enhance their international presence.