nick.antonizick
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Latest Projects

  • LUCENT

    A personal AI assistant framework built on persistent memory that runs anywhere. Completely vendor agnostic,

  • PATH

    Personalized Adaptive Training Hub: collaborative curriculum design, an always-available 1:1 Socratic AI Professor, Designed for lifelong learners.

  • Citadel

    Nx-Citadel is a self-hosted intelligence platform that combines topic/person monitoring with IOC tracking. It performs periodic AI driven web searches

  • ChessLoop

    Self-hosted, move-based spaced-repetition chess opening trainer. Teach it your repertoire by playing moves. It drills you back, corrects mistakes, and schedules reviews

Toolbox

  • Systems automation
  • Solution and software development
  • Incident Response
  • Detection Engineering

Coding Agents as Junior Operators: Aurora’s Mid-Chain Playbook

An exposed Aurora (Aur0ra) affiliate directory did more than leak tools and an encryptor. It showed a commercial coding agent sitting inside already-breached networks and doing mid-kill-chain work at human-plus speed. That is a different problem than AI drafting a lure. What investigators recovered Gambit found 28 Cursor sessio…

27 Aug 2026

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NxStrutel UI Fork

strudel In the not serious parts of my day, I've been goofing off teaching AI to write music with code. There's an amazing robust community using too…

YouTube · 26 Jul 2026

Project Work

Tally - a minor Quality of Life financial tracking tool

Tally ( NOTE: All of this data is sanitized, $$-#s are synthetic ) This is available for download and use from: https://github.com/antonizick/tally ( I'm writing the dep…

15h ago

AI Mind Viruses: Self-Propagating Ideas That Cross Agent Boundaries via Persistent Files

This does not appear practical as an immediate threat in today’s landscape. But it's another example of a fundamental shift: in the AI era, the intent of instructions has become the new attack surface. As an industry we have long scrutinized the binaries running on our endpoints because we installed and vetted the sof…

8d ago

Contact Nick

I'm open for one project this fall.

Contact Nick