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Leveraging AI for Smarter Cybersecurity: Mini Reconciliation Utility & IAM Policy Explainer

  • Writer: Madhukeshwar Bhat
    Madhukeshwar Bhat
  • Sep 10, 2025
  • 1 min read

I recently built two small but powerful AI-driven tools for Cybersecurity:


🔹 Mini Reconciliation Utility – compares two Excel sheets using a Hugging Face model, flagging mismatches faster and more accurately than manual checks



🔹 IAM Policy Explainer – converts complex IAM JSON policies into plain-language summaries, helping teams and leaders make informed access decisions quickly.



These experiments show how AI can streamline cybersecurity tasks, improve accuracy, and make technical details accessible to non-experts. Small projects like these pave the way for enterprise-level AI adoption in cyber defense.


AI isn’t just a buzzword—it’s becoming an essential tool in modern cybersecurity. From reconciling datasets to simplifying IAM policies, AI empowers teams to work smarter, respond faster, and secure systems more effectively. These proof-of-concept utilities demonstrate how even small AI applications can deliver real-world value.


 
 
 

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© 2025 by Madhu Bhat.  

 

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