Unverified50% confidenceFactExact time
Invariants must always hold true during system operation, including syntactic invariants (model output must be parseable by the rule engine), semantic invariants (the rule engine's conclusions must not violate hard-coded safety constraints), and control invariants (control transfer must follow a predefined protocol to avoid deadlock).
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10/30/2026
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Related Claims
UnverifiedThe deterministic rule engine runs outside the LLM, enforcing business-critical policies that must be 100% correct; the LLM can suggest rules, but the engine is responsible for validating them.75% similarVerifiedA deterministic rule engine is one in which, given the same input, the system will always produce the same and interpretable output, standing in contrast to the probabilistic and black-box nature of large language models.74% similarUnverified端侧小模型在指令遵循上往往不如云端大模型稳定，通过约束解码强制模型按预定义语法输出可在不牺牲推理速度的前提下保证工具调用的结构化可靠性74% similarUnverifiedIn the tool-calling loop, the model is only responsible for decision-making and expression (deciding what to call and what parameters to pass), while actual execution is done by deterministic code, which both avoids the security risk of the model directly operating external systems and makes the calling process auditable and retryable.71% similarUnverifiedExtracting high-reliability judgment logic from the model and delegating it to deterministic code is a design pattern known as a guardrail, which improves the predictability of LLM systems.70% similar
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