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LLMs don't just mimic human bugs—they fundamentally skew system failure distributions toward catastrophic crashes that standard deterministic fault-injection pipelines fail to surface.
Memory leaks in GPU-based LLM serving systems can vary dramatically based on deployment configurations, revealing a critical vulnerability in current architectures.
Post-release software bugs aren't just about code complexity; they're a symptom of code age, frequent modification, and high churn, demanding a shift in testing focus.