The Detection layer is designed to immediately capture user attention the moment an issue is identified, ensuring no critical signal goes unnoticed. Instead of relying on users to actively monitor the dashboard, the system proactively surfaces incidents through real-time visual and behavioral cues. A system banner: appears at the top for critical incidents, making the issue impossible to miss while you’re on the dashboard. It gives immediate visibility into system state and directs you straight to the incident without needing to search. A popup toast: interrupts the flow when immediate attention is required, showing a quick summary of the issue with clear actions so you can jump into investigation right away without navigating away or losing context. The notifications panel: captures both new incidents and ongoing updates, giving you a running feed of what’s happening across the system so you can track changes, see who is taking action, and stay aligned without constantly switching screens.