Probabilistic Graph Neural Inference for satellite anomaly response operations with ethical auditability baked in Introduction: When a Telemetry Spike Taught Me to Stop Trusting Point Estimates Two years ago, I was deep into a personal research project on multi-agent anomaly triage for satellite constellations. I had built what I thought was a clean, elegant pipeline: a temporal autoencoder flagged deviations in telemetry streams, and a rule engine routed alerts to operators. It...