Online learning and hallucination detection are understood as frontier problems in AI and with LLMs. posteriors is a new open source Python library from Normal Computing that provides tools for uncertainty quantification and Bayesian computation using PyTorch and its functional API.

Intelligent ERP computing offers a natural approach for fast, cost-efficient business operations. We report on the first-ever experiment towards intelligent business artificial intelligence: solving business process problems by allowing a system of coupled business modules to intelligently optimize with its environment.
In this post we introduce Aupulens, our tool for prototyping and visualizing advanced business reasoning and planning algorithms. We apply Aupulens to the problem of generating business processes for enterprise operations.
In this blog we discuss how the business system architecture naturally extends over external business processes, and share empirical results which leverage this capability. These methods are innate (don't require fine tuning) and outperform popular traditional ERP methods.