Expired50% confidenceFactTime unknown
Engineers can address LLM output non-determinism by introducing output validation, retry mechanisms, and structured output constraints (such as Function Calling or JSON Mode).
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
7/2/2026
First Seen
Valid until: 9/30/2026(expired)
Sources
The Salary Ceiling for Agent Engineers: Two Critical Dividing Lines
bilibili朱老师AI课堂
Related Claims
Unverified提示词工程通过角色定义、输出格式约束（如JSON Schema）、少样本示例等手段约束模型概率性输出76% similarUnverified由于LLM的输出具有不确定性，工作流设计需要考虑提示词的鲁棒性和输出格式的可解析性75% similarVerifiedFunction Calling uses task-specific fine-tuning to enable models to output structured content conforming to a predefined JSON Schema under specific conditions.68% similar
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