Battalion Management: Each battalion carries critical metadata including force sensitivity level, timestamp, troop count, commanding general, faction type, and deployment order. The system processes battles immediately upon each deployment, matching compatible forces and calculating casualties. Survivors with remaining troops are re-inserted into their respective queues, maintaining the priority invariant while allowing for multi-stage engagements where a single battalion might fight multiple opponents.
Statistical Analysis Engine: Implements a dual-heap median tracker using max-heap for lower values and min-heap for upper values, enabling O(log n) insertions and O(1) median queries. The system maintains running medians for total troops lost per planet across all timestamps, automatically balancing the heaps to ensure the median is always accessible at the top of the appropriate heap. General evaluation tracks deployment counts and survival rates, computing aggregate statistics across both Jedi and Sith forces for each commander.
Cinematic Event Detector: The "movie watcher" mode identifies the most dramatic potential battle scenarios by tracking optimal ambush opportunities (Sith arriving before Jedi with maximum force differential) and attack scenarios (Jedi arriving before Sith with maximum force differential). Rather than storing all deployments, the system maintains running state of the strongest Sith and weakest Jedi seen so far, updating best-case scenarios on-the-fly as new troops arrive, achieving O(1) space complexity per planet regardless of deployment count.