Unverified50% confidenceSolutionExact time
For clinical decision systems, a more pragmatic path may be a three-layer stack: protocol testing for comprehensive detection, black-box testing for rapid localization, and weight-space programming for explanation and minimal fixes.
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11/4/2026
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VerifiedIn multi-step agentic workflows, the final result is formed by a chain of intermediate decisions, and the same task may have multiple reasonable execution paths, making evaluation more difficult than traditional software testing.70% similarUnverifiedFor the disconnection problem, a three-probe health check was designed: check registration, check ledger writability, and check tty environment, outputting three diagnostic lines with a single command.70% similarUnverifiedThe study's testing protocol is designed to resist common long-context benchmark gaming tactics, such as placing key information at the beginning and end of a sequence, using training-set documents, or designing overly simple questions.68% similarUnverifiedTesting with the protocol detected all defects, while black-box testing was faster at finding confounding factors and threshold shifts.68% similar
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