Ping, Probe, Prompt: Teaching AI to Troubleshoot Networks Like a Pro
TL;DR for operators A network outage is not a single question. It is a sequence: probe reachability, inspect counters, compare paths, refine the hypothesis, ask for better telemetry, and decide whether to act. That sequence is exactly where static LLM benchmarks become rather ornamental. A model that can answer a configuration question offline is not necessarily an agent that can diagnose a live fault while the network keeps misbehaving. ...