Unverified50% confidenceDecision RuleExact time
panel's review loop rules stipulate that at any given time only one agent has write permission, while the other agents perform read-only multi-angle reviews of the frozen changes (spec compliance, correctness and edge cases, test effectiveness).
1
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50%
Confidence
Long-term
Relevance
10/20/2026
First Seen
Sources
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Related Claims
UnverifiedThe measurement immutability principle requires that the commands, configurations, and test cases used for review remain frozen between fixing rounds, with only the code under test changing; in engineering terms this can be enforced by hash-verifying the review scripts and mounting the test suite as read-only.74% similarUnverifiedpanel's review loop is capped at three rounds; if problems remain after three rounds, the lead agent completes the work itself, and its changes must likewise undergo review.71% similarUnverifiedAn independent test controller should submit known requests in a secure environment and read the actual routing or approval status, embodying the principle of separation of duties.70% similarUnverifiedAgents should operate in three modes: autonomous mode (read-only safe operations), suggestion mode (create drafts and wait for review), and approval-required mode (irreversible operations must have human approval).69% similarUnverifiedWhen test results are unsatisfactory, single-variable control should be followed, troubleshooting step by step in the order of prompt → output format → sample examples → tool descriptions → memory.68% similar
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