Fast thread

This article continues the analysis of Java thread dumps using deterministic AI and a large language model (LLM). The study contrasts their effectiveness in identifying deadlocks, CPU saturation, and lock contention. Deterministic AI provided clearer distinctions among issues, while LLM offered better explanations. Both methods revealed strengths and weaknesses in thread dump analysis.