Unverified50% confidenceSolutionExact time
Program-Env adopts a feedback-driven loop mechanism to address two engineering challenges: fixing runtime sandbox construction issues and improving black-box test quality.
1
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50%
Confidence
Long-term
Relevance
10/12/2026
First Seen
Sources
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Related Claims
UnverifiedThe generate–validate–fix closed loop is an automated feedback control pattern, analogous to compiler-error-driven automated program repair (APR).68% similarVerifiedCoding agents possess a complete loop of task planning, tool invocation, execution feedback, and error correction, with their technical foundation typically including the ReAct framework.67% similarUnverifiedThe workflow of a coding agent follows a 'perceive–plan–execute–feedback' loop, safely executing code through a sandbox environment without affecting the local system.66% similarUnverifiedProgram-Env can automatically construct verifiable training environments from real code repositories.64% similarUnverified编程Agent通常整合代码沙箱执行环境、文件系统操作、终端命令调用等工具链，构成感知-推理-行动闭环64% similar
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