Why this track? This project turns the shared-lab patterns into a 5G service-assurance workflow. Participants build three structured agents — alarm triage, KPI / RCA, multimodal field evidence — and then a fourth completely freehand agent that they design from scratch. The freehand lab is the hackathon-vibe finisher the customer asked for. What you'll achieve Build three cooperating 5G agents following structured guidance, then a fourth freehand agent. Use real model routing for alarm triage, KPI reasoning, and field photo and audio interpretation. Combine static incident artifacts with live mock MCP data covering alarms, KPIs, ownership, and tickets. Practice human-in-the-loop approval gates so AI suggestions are always reviewed before execution. Finish the project with one freehand agent that reflects something the learner actually wants in their day job.