To address Caritas's need for scalable, multilingual training video generation, I recommend a hackathon project that builds on open-source tools and data. The prototype would use AI models like T5 (Hugging Face) to generate scripts and Mozilla TTS/PygTTS for multilingual narration, with visuals created via Reveal.js or Google Slides. The video would be composed using OpenShot/Kdenlive, and the workflow orchestrated via Docker and Python. This approach leverages open data from Caritas, OERs, and the web while ensuring GDPR compliance and feedback loops for quality improvement. The project prioritizes a scalable, automated pipeline for consistent, on-demand video generation across languages. Future steps include iterating based on user feedback and exploring integrations with Caritas's existing platforms for seamless use.

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