Show HN: An Internationalization GitHub Action to Replace Crowdin with LLMs (github.com)

A new GitHub Action has been released that revolutionizes internationalization (i18n) projects by integrating large language models (LLMs) for file translations. This tool supports prominent LLM providers including Anthropic Claude, OpenAI GPT, and local Ollama models, allowing it to handle various formats such as XLIFF and JSON. The action intelligently addresses linguistic nuances, such as plurals, by applying CLDR rules for over 20 languages. It also features efficient change detection to only translate new or modified strings, built-in rate limiting for API calls, and automatic commits of translated files, streamlining the localization workflow for developers. This development is significant for the AI/ML community as it showcases the potential of LLMs in facilitating real-time translation processes, significantly reducing manual effort and errors in software localization. By making it easier for developers to implement robust i18n practices, this GitHub Action enhances the accessibility of products across diverse languages and cultures. The tool’s focus on efficient batch processing and context-aware translations positions it as a powerful asset in modern software development practices.