Unverified50% confidenceFactExact time
Pre/post-conditions derive from design-by-contract thinking and are enforced by deterministic code rather than natural-language assertions, constraining state semantics rather than just message format.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
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Related Claims
UnverifiedSystem prompts are not hard code constraints, but more like a piece of natural language text with a relatively high priority.78% similarUnverifiedPrompt injection exploits the model's compliance with natural language rather than a flaw at the code level.77% similarUnverifiedThe fundamental difference between a state machine circuit breaker and prompt guardrails is that the state machine circuit breaker does not rely on the model's interpretation of natural language instructions, but is enforced at runtime by external code, making it deterministic and non-bypassable.75% similarUnverifiedEncoder-based decision models do not perform text generation, and their outputs come from a predefined label space, giving them a structural advantage of being hallucination-free74% similarUnverifiedCritics argue that previous abstraction layers had strict formal semantic guarantees and deterministic compiler output, whereas large language model-generated code is inherently probabilistic output, lacking verifiable correctness guarantees.72% similar
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