While adjacent AI teams focus on training core machine learning models or building background automation agents, this specific group owns the interface engineering, omni-channel runtime, and developer frameworks that make Rippling AI functional, reusable, and visible everywhere work happens. Own Omni-Channel Frameworks: Architect the shared, channel-specific logic and infrastructure required to run Rippling AI seamlessly across multiple mediums-including Slack, Teams, Email, CLI, and native desktop shells-without reinventing the architectural wheel for every new channel.