Unverified50% confidenceOpinionExact time
Verification must be separated from reasoning: neither an agent proposing a solution nor an agent claiming the solution works is sufficient to prove correctness—a connection to deterministic test execution is required.
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50%
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Long-term
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10/18/2026
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Related Claims
VerifiedFormal verification can only guarantee the internal consistency of a reasoning chain; it cannot automatically determine whether the proposition being proved is semantically fully equivalent to the original conjecture.80% similarUnverifiedThe verifier only answers "whether this statement is supported by real evidence," not "whether the evidence belongs to the current feature," which leads to technically correct but completely irrelevant answers.79% similarUnverifiedFor tasks like contradiction verification that require holistic judgment rather than step-by-step decomposition, a single well-crafted prompt may outperform multi-step reasoning.78% similarUnverifiedIf faithfulness cannot be reliably evaluated, the output of autoformalization cannot be trusted, and downstream theorem proving and mathematical reasoning will inherit these hidden errors.76% similarUnverifiedAgent只应在无法用if-else或规则引擎覆盖的真正推理需求（如理解模糊意图、权衡不完整信息源）时介入75% similar
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