Accurate RM‑API misuse detection prevents severe vulnerabilities such as denial‑of‑service and memory corruption, directly improving software reliability. This work showcases how large language models can be harnessed beyond code generation to enhance automated security tooling, marking a timely shift toward AI‑driven vulnerability discovery.
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