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🚀 PhishShield-Engine v1.0 — AI-Powered Email Security Defense 🛡️


After months of building, I'm excited to release PhishShield-Engine, my AI-driven email security platform that detects phishing, spam, malicious URLs, homograph attacks, and brand impersonation using ensemble ML + forensic intelligence.


Built for security researchers, DevSecOps teams, and anyone serious about inbox protection.


🔥 What Makes It Different


9-Layer Forensic Engine:


Phase 85 Obfuscation Defense — Zero-width chars, hidden Unicode bypasses


Homograph Protection — IDN spoofing + visual impersonation detection


Fuzzy Brand Guard — 15+ brands (PayPal, Amazon, Google, Microsoft)


Header Forensics — SPF/DKIM/DMARC + sender-domain mismatch validation


XAI Explainability — Human-readable threat reasoning for every flag


Production Architecture:



text


FastAPI + Docker Compose + PostgreSQL + Redis Scheduler


├── Gmail OAuth2 Integration (automated inbox scanning)


├── Interactive Security Dashboard (localhost:8000)


├── CLI: `python cli/manage.py serve`


└── Auto-retraining pipeline


One-command launch:



bash


pip install -e . && python scripts/train_pipeline.py --generate --ensemble


python cli/manage.py serve


🔗 GitHub: https://lnkd.in/d-HnvrVZ


🎯 Perfect For


Security researchers testing phishing payloads


DevSecOps building email gateways


Bug bounty hunters analyzing phishing campaigns


Enterprises needing explainable AI security


Educational & defensive use only — get authorization before scanning production inboxes.


hashtag#CyberSecurity hashtag#Phishing hashtag#MachineLearning hashtag#DevSecOps hashtag#EmailSecurity hashtag#AI hashtag#Python hashtag#FastAPI hashtag#InfoSec hashtag#RedTeam

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