Hi everyone,
I’m conducting an academic research study as part of my cybersecurity and software engineering research project. The focus is on building an Adaptive Threat-Aware Middleware/API-Level Intrusion Prevention System that uses machine learning and adaptive response mechanisms to detect and mitigate cyber threats in real time.
I’m looking for industry professionals and developers who have knowledge or experience in cybersecurity to share their insights on the current challenges and possible improvements in such systems.
      The survey is completely anonymous and takes about 5–7 minutes to complete.
Your feedback will directly help in improving this research and shaping future designs.
    
👉https://forms.gle/9Qc8UVkV24ceJDwD8
Thank you so much for your time and expertise!