[KongchangAI]
Concept

Protocol Testing

A verification method that constructs test cases from the rule boundaries in a domain protocol and checks the model's behavior item by item near thresholds. It achieves a high detection rate but incurs substantial construction cost.

Timeline (last 90 days)

Nov 4

Testing with the protocol detected all defects, while black-box testing was faster at finding confounding factors and threshold shifts.

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Nov 4

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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