Work with stakeholders in data science, endpoint engineering, and product groups to define the capabilities for a next generation endpoint AI framework for our falcon sensor. Lead development of that framework as an individual contributor; architect; and thought leader. Lead technology direction for a highly performant and cross platform model delivery framework. Design interfaces which our models will use to interact with our falcon sensor, which runs on millions of Windows, Linux, and macOS endpoints worldwide. Define resource utilization limits and optimize solutions to provide AI powered security on the endpoint while maintaining our agent’s lightweight footprint. Define approaches for testing (efficacy, regression, performance). Define approaches to produce repeatability with testing, while operating with runtime (vs static) data.