​Building a solid mental model of Edge AI and hybrid patterns is the first step toward transforming UI state and structured data into reliable AI inputs. This session moves past the hype to show how on-device AI can power actual user-facing features while maintaining low latency, privacy, and predictable behavior by keeping sensitive data off the cloud. ​We will break down the engineering trade-offs, context design, and safety mechanisms required to close the agentic loop. You’ll leave with practical proof-of-concepts for building AI features that are useful, stable, and ready for production.