Researchers introduce ALERT-BENCH, a benchmark for evaluating LLM-based alert triage systems, and propose AIDA, a multi-agent framework to improve investigation efficiency in SOC triage. AIDA uses an Investigation Ledger and independent challenge to reduce false negatives and increase F1 score.