Key takeaways
SoL-Pi is an NVIDIA open-source standalone Pi extension that packages four efficiency mechanisms found via scaled auto-research loops—Action Fusion, ObservationPack, Evidence-Preserving Reducer, and Online Context Compact—to cut tokens/turns without doing less useful work; all opt-in and off by default.