engineering a multi-layer AI security suite: a real-time WAF detecting prompt injection and jailbreak attempts alongside classic web exploits, an IaC misconfiguration scanner, and an AWS IAM/S3 compliance auditor
LLM red-teaming and building open-source defenses against prompt injection, jailbreaks, and cloud misconfigurations
connecting independent security research to enterprise security teams and AI labs
formal alignment of my tools with OWASP LLM Top 10 and NIST AI RMF standards for enterprise-grade credibility
how entropy analysis and embedding similarity catch obfuscated prompt injection attacks that regex-based filters miss
I traded reading terrain from satellite imagery for reading malicious intent in HTTP payloads — same eye for anomalies, different battlefield
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](https://www.linkedin.com/in/iqra-zulfiqar-37456b301) [
](mailto:iqrazulfiqar7373@gmail.com)
