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πŸ›‘οΈ AI Security & Infrastructure Engineer

Securing the Intersection of MLOps and Adversarial Robustness

I engineer the immune systems for AI applications. While the industry optimizes for generative capabilities, I optimize for governance, latency, and attack surface reduction. My work ensures that ML pipelines survive hostile environments and production realities.

🧠 Core Philosophy

  • Defense in Depth: AI models are software; they require the same hardening as any critical infrastructure.
  • Observability is Security: You cannot secure what you cannot monitor. I build pipelines that scream when they drift.
  • Pragmatism > Hype: I focus on reproducible infrastructure and deterministic outcomes over "magic" black boxes.

πŸ› οΈ Engineering Stack

Domain Technologies
Infrastructure & Containerization Docker Linux Bash
MLOps & Pipelines TensorFlow Git MLflow
Data Engineering MySQL Pandas Streamlit
Security & Scripting Python OWASP Network Security

πŸ”¬ Key Competencies

  • Adversarial Defense: Mitigating prompt injection, data poisoning, and model inversion attacks.
  • System Hardening: Securing Linux environments for high-throughput inference (WSL/Ubuntu).
  • Traffic Analysis: Monitoring real-time data flow for intrusion detection signatures.

πŸ“Š Activity

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Enter Portfolio
System Status: 🟒 Online | Latency: 12ms | Encryption: AES-256

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