Building Secure Multi-Agent Systems: My Takeaways from Google I/O 2026

Google I/O 2026 introduced Gemini Omni, Antigravity 2.0, AI Studio native Android generation, and Managed Agents for building autonomous apps.

The article links these launches to an open-source Isolated Agents SDK focused on sandboxed orchestration, secure tool use, and credential masking.

New APIs and tools could make multi-agent systems easier to prototype and deploy while strengthening isolation and secure execution.

Native Android app generation, Jetpack Compose support, and cross-platform workflows also point to faster agentic product development.