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Hey, I'm Nic 👋

AI/ML engineer and cybersecurity practitioner building at the intersection of agentic AI, LLM security, and local inference.

📖 Author of AI Agents in Cybersecurity

🔬 Open-source work lives at SW3.0 Labs — AI security tools, OSCAL compliance-as-code, agentic frameworks, and Apple Silicon inference.

🔒 Current focus: TSLIT — adversarial evaluation harness for local LLMs, detecting backdoors, affiliation bias, and temporal logic bombs.


Elsewhere

  • 🏢 Enterprise AI/ML consulting — Azure, LangChain, LangGraph
  • ✍️ Writing on LinkedIn about SW3.0 and the inference-first enterprise
  • 🔧 Car stuff: Hummer H2 with long tubes, cat delete, CAI & HP Tuners

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  1. sw30labs/pentest-regulatory-intel sw30labs/pentest-regulatory-intel Public

    AI-powered penetration testing regulatory intelligence system — LangGraph agents, dual LLM (OpenAI + local MLX), 20+ financial services jurisdictions

    Python 5 2

  2. sw30labs/strix-research sw30labs/strix-research Public

    Research and documentation for Strix — an autonomous AI-powered penetration testing platform

    Python

  3. sw30labs/oscal-agent-guardrails sw30labs/oscal-agent-guardrails Public

    Use OSCAL controls as policy guardrails for LangGraph agents. Flip the direction: instead of “AI for OSCAL,” make OSCAL the policy layer that governs AI agents (very on‑brand with my “Zero Trust fo…

    HTML 2

  4. sw30labs/tslit sw30labs/tslit Public

    Time‑Shift LLM Integrity Tester

    Python

  5. sw30labs/screen-lens sw30labs/screen-lens Public

    ScreenLens — Local video scene intelligence for Apple Silicon

    Python