Gaussian process-based optimizer for both DDoS and scanner models.
Samples hyperparameter space (k, threshold, window_secs, min_events,
heuristic thresholds) and optimizes F-beta score with expected
improvement acquisition. Logs each trial to optional JSONL file.
Signed-off-by: Sienna Meridian Satterwhite <sienna@sunbeam.pt>
