Unverified50% confidenceOpinionExact time
The "prove first, execute later" pattern turns the agent from a probabilistic text generator into a verifiable decision system.
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50%
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Long-term
Relevance
10/18/2026
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UnverifiedDeterministic code should be used in steps where the next action is known, and models should only be introduced in steps that require understanding and judgment.74% similarUnverifiedThe mechanism of implementation intentions is that the if-then form makes the situation highly accessible and directly binds the situation to the action, so that the action is automatically triggered when the cue appears, without the need for on-the-spot weighing of decisions.72% similarUnverifiedIn Agent mode, the harm of a model's hallucinations is amplified: it may generate code that looks reasonable but does not execute and forge logs, so intermediate states must be verified.72% similarUnverifiedThe core difference between agentic systems and single prompt-response mode lies in the reflection-action loop: the model checks whether the result meets expectations after executing a step before deciding the next step.70% similarUnverifiedBallet将Agent生成的逻辑固化为可审查、可复现的代码，确定后后续运行遵循同一套确定性逻辑，实现结果的可复用69% similar
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