***What is a 'flywheel?'*** The process in which your ML OODA loop enables you to make faster and more accurate decisions, enabling you to further improve your models, optimize, and scale. A fundamental building block of ML development pipelines outside of Offsec - until now. ## PoC https://github.com/SpecterOps/Nemesis ## Details Nemesis is an offensive data enrichment pipeline and operator support system. Built on Kubernetes with scale in mind, our goal with Nemesis was to create a centralized data processing platform that ingests data produced during offensive security assessments. From the team at [SpectreOps](https://github.com/SpecterOps/) It's been reported that Nemesis can be troublesome to set up, here is a [great post on setting it up](https://blog.checkymander.com/red%20team/tools/operations/Nemesis-Zero-To-Hero/) by [checkymander](https://twitter.com/checkymander)