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  • Pertner Logic - Ask Better Questions Build Better Systems.
  • Detroit, MI
  • 07:00 (UTC -12:00)
  • LinkedIn in/tracypertner

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tpertner/README.md

Hi, I'm Tracy 🦋

🏙 Detroit, MI | 🔬 AI Evaluation & App Development | 🛡️ Cybersecurity

Python Claude Claude Code OpenClaw OpenAI LangChain
RAG PyCharm Google Colab Linux Git

I build sharp tools that force naughty models to confess. Independent app developer, AI evaluation researcher, and founder of Pertner LogicAsk Better Questions, Build Better Systems.

My work sits at the intersection of AI safety, consumer app development, and human behavior. I build frameworks that test what AI systems actually do under pressure, and I ship products that solve real problems for real people.


Current Projects

📱 I'm Not Yelling, You're Yelling™ – Voice volume awareness app for iOS. React Native/Expo with real microphone integration, custom onboarding, and one-time IAP. Currently on the App Store.

🔬 Squeeze Framework™ – AI agent boundary validation. Tests whether models maintain constraints under pressure across five surfaces: Tool Permission, Authority & Influence, Context, Constraint, and Iterative Pressure. Produces a Constraint Integrity Index (0–100) with risk banding. Not jailbreaking — boundary validation.

🪞 Confess™ (Honesty Harness) – Detecting relational boundary erosion in AI. A framework for testing whether models stay honest, calibrated, and appropriate in extended interactions.

🤖 Credible Posts on AI (No Hallucinations) – Custom GPT that writes accurate, citation-first AI posts with built-in claim checking. No hype, no hallucinations.

🛍️ Rose + Shine, LLC – Founder & IT Lead since 2021. End-to-end e-commerce brand — cloud infrastructure, AI-powered workflows, product photography, storefront, and fulfillment.

📚 What TikTok Taught Me About Love, Life, and Heartbreak – Published author. A collection of viral wisdom and personal healing, available on Amazon via Pertner Publishing Group.


What Makes My Work Different

Most AI evaluation focuses on what models know. My frameworks focus on how models behave — specifically, whether they maintain their stated constraints when a sophisticated user applies structured pressure across multiple interaction surfaces.

The Squeeze Framework™ answers a harder question than "can you trick a model": Does this agent do what it's supposed to do when the situation gets complicated?

This is the difference between a jailbreak and a boundary validation — and it matters for every company deploying AI agents with real-world tool access.


Education

  • 🎓 University of Michigan, College of Engineering — Applied Generative AI Specialization (2025)
  • 🛡️ University of Michigan, College of Engineering — Nexus Cybersecurity Professional Certificate (2020–2021)
  • 🏛️ Harvard University — Executive Education, Driving Performance (2002)
  • 📚 Master of Library & Information Science (MLIS) (1996–1998)
  • 📝 Western Michigan University — B.A., English/Communications (1993–1996)

Experience Highlights

  • 🛍️ Rose + Shine, LLC — Founder & IT Lead (2021–Present)
    Built and manage all tech systems, cloud infrastructure, and AI-powered workflows for a growing e-commerce brand.

  • 🎗️ Sky Foundation Inc. — Social Media Manager & Data Privacy Advisor (2016–2020)
    Drove digital engagement for pancreatic cancer research, increasing annual contributions by 20%. Campaigns reached 148,835+ users at $0.26 per interaction. Presented analytics to the Scientific Advisory Council and Board of Directors.


Certifications

Python for Security Linux Security Network Security Use AI Responsibly Advanced Generative AI


"I thrive at the intersection of technology and human needs."

App Store Email

Profile Views

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