Unverified50% confidenceSolutionExact time
由于 LLM 输出的非确定性，传统断点调试几乎无效，基于信号日志的回放调试是业界更具实践价值的替代方案
1
Sources
50%
Confidence
Long-term
Relevance
7/19/2026
First Seen
Sources
Related Claims
UnverifiedHigh scores on LLM benchmarks do not always equate to actual programming efficiency.73% similarUnverifiedLLM outputs are probabilistic, carry hallucination risks, and may misjudge context and invoke tools that should not be invoked.72% similarUnverifiedLLM output is non-deterministic; due to the non-associativity of floating-point operations and differences in context windows, even with identical inputs, outputs are difficult to reproduce exactly and do not possess idempotency.72% similarUnverified超出延迟预算的LLM调用即便结果正确，也可能被判定为不合格70% similar
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