# 14.Developing Multimodal Systems and Chatbots Integrating Open-Source LLMs and API Challenges Page course: Academy — 54-Next-Gen-AI-GenAI-Agents-Future-Trends module: Academy/54-Next-Gen-AI-GenAI-Agents-Future-Trends type: material source_url: https://personal-learn.armco.dev/files/Academy/54-Next-Gen-AI-GenAI-Agents-Future-Trends/pages/14.Developing_Multimodal_Systems_and_Chatbots__Integrating_Open-Source_LLMs_and_API_Challenges_Page.txt --- [EMBEDDED VIDEO/CONTENT]: https://player.vimeo.com/video/1060359332?title=0&byline=0&portrait=0&badge=0&autopause=0&player_id=0&app_id=58479