Add animation gallery to technical review

docs/OrbitSight_Full_Technical_Proposal_Review.md

@@ -861,6 +861,33 @@ one is primarily ranking/clutter, and the other is primarily missing evidence.
 
 ![Representative localization failures](../competition_ready_improved_cpu_student/visualizations/promoted_failure_cases.png)
 
+### 15.1 Animated detector-and-tracker demonstrations
+
+Three real-data animations accompany this review. Red is the raw top-one detector proposal,
+cyan is the box emitted after Kalman smoothing, and dashed yellow is human ground truth. The
+red and cyan trails show recent detector and tracker centers. Each frame also reports confidence,
+detector IoU, tracker IoU, event count, track ID/age, and elapsed time.
+
+- [EVK4 bright-target animation](../competition_ready_improved_cpu_student/visualizations/animations/evk4_bright_track.gif):
+  32 consecutive windows from the magnitude-7.3 EVK4 recording. Tracker IoU exceeded raw
+  detector IoU in 27 of the 32 displayed labelled windows.
+- [DVX Stars3 tracker-smoothing animation](../competition_ready_improved_cpu_student/visualizations/animations/dvx_stars_tracker_smoothing.gif):
+  30 consecutive cluttered windows. Tracker IoU was higher in 18 displayed windows.
+- [DVX Thuraya3 low-SNR animation](../competition_ready_improved_cpu_student/visualizations/animations/dvx_thuraya_low_snr.gif):
+  33 consecutive windows in the hardest dim-target regime; 30 contain GT, and tracker IoU was
+  higher in 19 of those labelled frames.
+
+![EVK4 detector and tracker animation poster](../competition_ready_improved_cpu_student/visualizations/animations/evk4_bright_track_poster.png)
+
+![DVX Stars3 animation poster](../competition_ready_improved_cpu_student/visualizations/animations/dvx_stars_tracker_smoothing_poster.png)
+
+![DVX Thuraya3 low-SNR animation poster](../competition_ready_improved_cpu_student/visualizations/animations/dvx_thuraya_low_snr_poster.png)
+
+These clips were deliberately selected to explain behavior. Their per-frame counts are qualitative
+descriptions of the shown intervals, not new aggregate accuracy estimates or blind evidence. The
+animation manifest records the exact sequence/window ranges, promoted cache, final policy, and GIF
+hashes needed to reproduce them.
+
 ## 16. Docker and reproducibility architecture
 
 The final Linux/amd64 image is designed to be inspected and run without network access. It