Security Research Engineer • AI Cost Optimization Specialist • Bug Bounty Automation Expert
Dublin 🇮🇪 • 405+ contributions this year

Advanced AI-powered automation system achieving 97% cost reduction while managing 436,788+ subdomains across enterprise-scale vulnerability research

[*] Cost-optimized AI validation loaded (GPT-4o-mini + GPT-4)
[*] Processing 436,788+ subdomains across programs
[✓] Potential annual savings: $4,400 (97% AI cost reduction)
[✓] Scan completion: <5 minutes (vs 11+ minute hangs)
[✓] Database: 87 subdomains inserted, 56 titles extracted

• 🧠 AI Cost Optimization: Hybrid GPT-4o-mini + GPT-4 validation system (potential: $330/mo → $3/mo)
• 📊 Scale: Managing 436,788+ subdomains across bug bounty programs
• ⚡ Performance: Sub-5-minute scan completion with parallel processing
• 🎯 Accuracy: ML-powered false positive reduction and intelligent prioritization
• 🔄 Automation: Fully hands-off operation with cron-based scheduling

                    🎯 THADIUS ENTERPRISE PLATFORM
                   Multi-Layer AI-Optimized Architecture
    
  ┌─────────────┬─────────────┬─────────────┬─────────────┐
  │🧠 INTEL     │🔍 DISCOVERY │⚡ SCANNING  │🤖 AI VALID │
  │Zero-Day     │CT Logs      │Nuclei       │GPT-4o-mini  │
  │CVE Monitor  │436k+ Subs  │10k+ Tmpls   │$0.00005/call│
  │MITRE ATT&CK │Real-time    │Custom Scans │90% Load     │
  │Auto-Templates│DNS Intel   │Concurrent   │97% Cost ↓   │
  └─────────────┼─────────────┼─────────────┼─────────────┘
                ▼             ▼             ▼
  ┌─────────────┬─────────────┬─────────────┬─────────────┐
  │📊 STORAGE   │🔄 AUTOMATION│🔧 UPDATES   │📈 ANALYTICS │
  │MySQL        │Cron Engine  │Weekly Sync  │ROI Track    │
  │Real-time    │8hr/12hr     │CVE Feeds    │Performance  │
  │Centralized  │Lock Mgmt    │Tool Updates │Dashboards   │
  │Thread Intel │Slack Alert  │Scope Refresh│Reports      │
  └─────────────┴─────────────┴─────────────┴─────────────┘
  
    💡 Key: 97% AI Cost Reduction | 436k+ Subdomains | 5min Scans

🔥 AI Cost Optimization (March 2026)

• Implemented hybrid validation: 90% calls use GPT-4o-mini ($0.00005), 10% use GPT-4 ($0.045)
• Result: $4,400 potential annual savings without accuracy loss
• Auto-fallback system for low-confidence cases

⚡ Performance Engineering

• Fixed hanging scans: Reduced timeouts from 660s → 180s
• Database authentication integration with dotenv loading
• Command-line argument parsing for flexible operation

🎯 Intelligence Automation

• Real-time Certificate Transparency monitoring
• Automated Nuclei template generation from CVE data
• Competitive edge analysis for target prioritization

# Primary Stack
Languages       = ["Python", "Bash", "Go", "SQL"]
Security_Tools  = ["Nuclei", "Subfinder", "HTTPx", "Amass", "Custom_Scanners"]
AI_ML          = ["OpenAI_GPT-4o-mini", "Azure_GPT-4", "Cost_Optimization"]
Infrastructure = ["MySQL", "Docker", "Linux_Automation", "Cron_Scheduling"]
Cloud          = ["DigitalOcean", "Azure_AI_Services", "GitHub_Actions"]

# Specialized Skills
expertise = {
    "AI_Cost_Optimization": "97% reduction techniques",
    "Parallel_Processing": "ThreadPoolExecutor, concurrent scanning",
    "Database_Integration": "MySQL connection pools, real-time insertion",
    "Security_Automation": "436k+ subdomain management",
    "Performance_Engineering": "Timeout optimization, reliability fixes"
}

• Event-Driven: Real-time CT log processing → instant subdomain discovery
• Microservice: Modular scanners (CVE, Panel, JS, Takeover detection)
• Cost-Optimized AI: Intelligent model selection based on confidence thresholds
• Database-Centric: Centralized storage with automated cleanup and optimization

• 436,788+ subdomains: Precisely tracked across enterprise-scale operations
• Multi-program management: Coordinated across dozens of bug bounty programs
• Real-time processing: CT log monitoring for instant subdomain discovery
• Database optimization: MySQL cluster handling massive concurrent insertions

• 🧠 Advanced AI Integration: Expanding beyond validation to autonomous threat hunting
• 📊 Performance Analytics: Real-time metrics and competitive benchmarking
• 🎯 Zero-Day Intelligence: Automated template generation from emerging CVEs
• ⚡ Distributed Architecture: Scaling to handle enterprise-level bug bounty programs

• 🥇 Microsoft Azure: Contributor to PyRIT (AI Red Team framework)
• 📈 405+ Contributions: Active open-source development this year
• 🔒 Security Community: CTF competitor and vulnerability researcher
• 💡 Innovation: Cost optimization techniques with potential for thousands in savings

collaboration_interests:
  - AI-powered security automation
  - Cost optimization techniques  
  - Enterprise vulnerability management
  - Open-source security tools
  - CTF competitions & challenges

contact:
  linkedin: "Security automation & AI optimization"
  twitter: "Bug bounty insights & cost-effective scanning"
  email: "Collaboration opportunities welcome"
  github: "Check out Thadius and other security projects"

"Automating security research so hunters can focus on finding the vulnerabilities that matter"

💡 Interested in AI cost optimization or security automation? Let's discuss how to scale your research efficiently.