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Enforced fundamental architecture rule: FDB alone must NEVER trigger LOOP_DETECTED. FDB table is strictly a candidate trigger.
Telemetry Correlator synthesizes port role context (Access vs Trunk/Uplink vs LAG), MAC bouncing frequency, STP states, TCN delta, and exclusion tracking.
Multi-tier Confidence Rubric: LOW (< 45), MEDIUM (45-64), HIGH (65-79), VERY_HIGH (80+).
Three Orthogonal States Framework (cron_switch_poll.php, includes/loop.helper.php):
Separated concerns into Detection State (NORMAL / SUSPECTED / CONFIRMED), Protection State (NONE / STP_BLOCKING), and Impact State (NORMAL / MITIGATED / ACTIVE).