Looking for Some Open-Source LLM Suggestions

I'm working on a project that needs a solid open-source language model for tasks like summarization, extraction, and general text understanding. I'm after something lightweight and efficient for production, and it really needs to be cost-effective to run on the cloud. I'm not looking for anything too specific—just some suggestions and any tips on deployment or fine-tuning would be awesome. Thanks a ton!