Pairing Static Code Flags With Live Requests to Confirm Real Defects

A static analysis flag marks a line that might break and explains why, but it does not run the code, so it remains only a hypothesis. To confirm the suspicion, the flag is paired with a real request that reaches the same path and is sent to the live endpoint. The response and the side effect, such as a removed row, are then checked against the expected behavior. A flag is marked confirmed if the request reproduces the problem, dismissed if a guard blocks it, and inconclusive if the request never reaches the path. Purely structural flags can often be settled from the code alone, while ambiguous ones should default to a request.
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