This release, v3.1.1, introduces enhancements to our quantum algorithm engines, improving processing speed and model accuracy. We have optimized existing algorithms to handle larger datasets more efficiently, making it easier to analyze complex scientific data. Users can expect increased performance and reliability in their quantum computing tasks.