Unverified50% confidenceDecision RuleExact time
Anything that can be verified by code (format, fields, files, database state, API return codes) should avoid model-based judgment.
1
Sources
50%
Confidence
Long-term
Relevance
9/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn programming scenarios, models may fabricate non-existent API functions, invent version numbers for libraries, or produce code solutions with logical flaws.68% similarUnverifiedExplicitly informing the model of the runtime environment in the prompt (e.g., Windows environment uses UTF-8 without BOM encoding) can reduce encoding errors caused by the model guessing on its own.67% similarUnverifiedThe training objective of large language models is to generate 'text that looks plausible' rather than 'programs that are guaranteed to be logically correct,' which causes models to tend to output 'verification narratives' rather than actually executing verification after code generation.66% similar
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