NVIDIA has open-sourced SoL-Pi, an efficiency enhancement layer built on the Pi model. Through four mechanisms—action fusion, online context compaction, output archiving with indexing, and small-model log pre-filtering—it enables AI to iteratively optimize itself, cutting token consumption by up to 64% and API call costs by 50%-54%.