SecProbe: Adaptive Evaluation of Coding Agents on Cybersecurity Vulnerabilities.

arXiv:2609.33763v1 Announce Type: cross Abstract: Assessing cybersecurity vulnerability awareness in coding agents requires evaluations that reveal capability gaps and remain informative as models evolve. Static benchmarks offer fixed coverage and difficulty,