Abstract: Techniques for state analysis for one or more virtual machines are provided herein. The techniques include receiving periodic thread dumps from each of one or more virtual machines and determining whether one or more actions should be taken based on the periodic thread dumps for at least one virtual machine of the one or more virtual machines. When it is determined that the one or more actions should be taken based on the periodic thread dumps for the at least one virtual machine of the one or more virtual machines, those the one or more actions associated with satisfying the one or more rules engines are performed. In some embodiments, the rules engines may include a trained supervised or unsupervised machine learning model.

Abstract: A method and system for automated investing using an omnibus account includes identifying a plurality of investors with a respective plurality of investor investment demands. An omnibus investment demand including the plurality of investor investment demands may be calculated. An omnibus investment order is generated based on the omnibus investment demand. An investment order may be executed on a loan inventory in the investment service according to the omnibus investment order to generate an omnibus fulfilled investment order of at least an omnibus investment portion of the loan inventory. The omnibus fulfilled investment order is distributed to the plurality of investors.