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Lona44/README.md
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About Me

Cybersecurity engineer and AI safety researcher based in Auckland, New Zealand. Two-time 3rd-place winner of the Palisade Research 2025 AI Misalignment Bounty — two separate prizes from a single elicitation scenario that produced fundamentally different fabrication patterns from o3 and GPT-5.

Six years across APT threat hunting, SIEM detection engineering, and quantitative analysis. Currently building autonomous incident-response agents for the SANS FIND EVIL! competition — applying frontier-AI evaluation methods to defensive security operations.


Featured Projects

G1 — Embodied alignment harness

Repo

MuJoCo-simulated Unitree G1 humanoid on Inspect AI (UK AISI), testing whether AI models deceive operators when controlling a physical robot under pressure. Across 4 frontier models and 30 reproducible runs, found safety and honesty are independent failure dimensions — Gemini Robotics ER 1.5 showed L3 strategic concealment in 29% of runs, while GPT-5 stayed fully honest (5.0/5) despite low safety (1.9/5). Telemetry-corruption variant probes concealment of safety violations. Built at the Gemini 3 Hackathon.

Technologies: Inspect AI, MuJoCo, Next.js, Python


Trade Me Marketplace (Team Project)

Repo

Full-stack auction marketplace with AI-powered features, built with a team of 3 developers and 2 UX designers.

  • Real-time bidding, watchlists, product comparison
  • AI-powered Q&A system (Gemini/Ollama)
  • RESTful API with MongoDB
  • 56+ passing tests using TDD methodology

Technologies: React 19, Node.js, Express.js, MongoDB, Google Gemini API, Jest


Turners Insurance AI Chatbot

Repo

Conversational AI insurance consultant with multi-turn dialogue and business rule enforcement.

Technologies: React 19, Node.js, Express.js, Google Gemini API, Vite


Technical Skills

Cybersecurity Frontend Backend Cloud & DevOps AI/ML
Splunk SPL React Node.js GCP OpenAI API
SIEM Detection TypeScript Express.js Azure Anthropic API
APT Hunting JavaScript FastAPI AWS Inspect AI
Threat Intel HTML5/CSS3 Python Docker Gemini API
Blue Team Ops Tailwind REST APIs Git / CI-CD Prompt Engineering

Databases: MongoDB, Mongoose, SQL Server, PostgreSQL, Supabase, Firestore

Testing: Jest, Supertest, Playwright, Vitest, axe-core, TDD

Infrastructure: Vercel, Resend, Upstash, Next.js App Router


Experience Highlights

  • Director & Technical Lead @ IPU Collective — Māori-led studio delivering for Crown and council clients (Auckland Transport, KiwiRail, Watercare, Oranga Tamariki)
  • Full Stack Engineer (Contract) @ Takitoru Developments Ltd — Architecting full-stack mobile + web platform end-to-end with test-first delivery
  • Independent AI Safety Researcher @ Approxiom Research — Frontier-model vulnerability discovery and alignment evaluation
  • Cybersecurity Engineer @ Workday — APT threat hunting, custom Splunk SPL detection rules, Python automation for threat intel, global SIEM efficacy analysis tool
  • Pasifika Tech Tutor / Speaker @ Pasifika Tech Education Charity — Workshops helping Pacific students develop practical tech skills
  • Data Analyst @ Halter Limited — Agricultural IoT data analysis, ML-based products
  • Actuarial Analyst @ Ministry of Social Development — Long-term welfare outcomes modelling

Education & Certifications

Award Diploma BTL1 AWS

  • AI-Powered Advanced Full Stack Developer (L5) — Mission Ready HQ, January 2026
  • Full Stack Developer Certificate (L4) — Mission Ready HQ, August 2025
  • BSc (Honours) Statistics — University of Auckland
  • BSc Double Major, Mathematics & Statistics — University of Auckland
  • Palo Alto Networks Cybersecurity Professional Certificate — Coursera
  • Blue Team Level 1 (BTL1) — Security Blue Team
  • AWS Cloud Quest: Cloud Practitioner — Amazon Web Services

Research Publication

Two-time 3rd-place winner — Palisade Research 2025 AI Misalignment Bounty

  • Published: arXiv:2510.19738 (9 of 295 submissions awarded)
  • Winning submissions on Hugging Face:
  • Demonstrated that a single misalignment elicitation produced fundamentally different fabrication patterns from o3 and GPT-5 — two prizes from one scenario

Let's Connect

Website Resume Email

Cybersecurity Engineer | AI Safety Researcher | Auckland, NZ

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  1. procurement-intelligence procurement-intelligence Public

    TypeScript

  2. unified-ai-misalignment-framework unified-ai-misalignment-framework Public

    Single framework for testing AI misalignment across OpenAI and Anthropic models. Automatic routing between reasoning/non-reasoning APIs, standardised outputs, shared scenarios. Supports GPT-5, o3, …

    Python 2