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TrentPierce/README.md

👋 Hi, I'm Trent Pierce

🔐 Former Law Enforcement → 🚀 AI/LLM Engineer & Cybersecurity Specialist

Bridging the gap between security, intelligence, and cutting-edge artificial intelligence

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🎯 About Me

I'm a full-stack developer and AI engineer with a unique background that combines law enforcement experience with deep technical expertise in cybersecurity, AI/LLM development, and mobile platforms. My career has taken me from protecting communities as a law enforcement officer to protecting systems and building intelligent applications that solve real-world problems.

What makes me different:

  • 🛡️ Security-First Mindset: Law enforcement background provides unique perspective on threat modeling, vulnerability assessment, and security architecture
  • 🤖 AI/LLM Specialist: Building production-grade applications with GPT-4, Claude, and local LLMs using LangChain, LM Studio, and custom multi-agent systems
  • 📱 Mobile Expertise: Years of Android development with Java and Kotlin
  • 🔍 Intelligence Analysis: Experience translating complex data into actionable insights now applied to prediction markets and financial intelligence
  • 🚀 Entrepreneur: Running commercial SaaS platforms while contributing to open-source

🔭 Current Focus

🎨 LingoScreen — AI-Powered Image Translation SaaS

Production SaaS platform leveraging computer vision and LLMs for seamless image translation

  • 🌐 Live Platform: lingoscreen.com
  • 🧠 Integrates GPT-4 Vision with custom post-processing pipelines
  • 🎯 Serving real customers with real-time translation needs
  • 💼 Commercial venture demonstrating enterprise AI implementation

🤖 PolyCouncil — Multi-Model LLM Deliberation Engine

Open-source framework for running multiple LLMs in parallel with consensus scoring

  • 22 Stars | 3 Forks | Actively Maintained
  • 🔬 Research tool for model comparison and evaluation
  • ⚡ Async architecture for maximum performance
  • 🎯 Ideal for testing prompt engineering across multiple models simultaneously

🎮 Pocket Crow — Mobile Gaming

Immersive mobile game currently in development

  • 📱 Focus on engaging gameplay mechanics
  • ⚙️ Optimized for mobile performance
  • 🎨 Combining technical skills with creative game design

🌟 Featured Projects

🏆 Top Repositories

⭐ 22 Stars | 🐍 Python | 🔓 Open Source

Multi-model LLM deliberation engine for LM Studio. Runs multiple models in parallel, scores responses, and produces consensus-driven results.

Tech: Python Asyncio LangChain LM Studio

Topics: AI Framework • Model Evaluation • Prompt Engineering

⭐ 17 Stars | 🐍 Python | 🔬 Security Research

Proof-of-concept address collision tool for Ethereum addresses. Demonstrates cryptographic principles and security vulnerabilities.

Tech: Python Cryptography Ethereum

Topics: Security Research • Blockchain • Crypto

⭐ 8 Stars | ☕ Java | 📱 Android

Android app preventing notifications from interrupting media playback. One of my most popular mobile applications.

Tech: Java Android SDK Media Control

Topics: Mobile Development • UX Enhancement

🚀 TypeScript | 📊 Live Dashboard

Real-time situational awareness dashboard for prediction market traders and geopolitical analysts.

🌐 Live Demo: situation-room-delta.vercel.app

Tech: TypeScript React Real-time APIs

⭐ 2 Stars | 📊 JavaScript | 🌐 Live

Dynamic web app tracking top 50 stocks from r/WallStreetBets with automatic hourly updates and sentiment analysis.

🌐 GitHub Pages: Live Demo

Tech: JavaScript Reddit API Sentiment Analysis

💼 Commercial SaaS | 🎨 AI Translation

Production AI-powered platform for seamless image translation using computer vision and LLMs.

Status: Live • Serving Customers

Tech: Python GPT-4 Vision Computer Vision SaaS


🛠️ Technical Skills

🤖 AI & Machine Learning

Python OpenAI LangChain Anthropic

Specialties: GPT-4, Claude, Local LLMs (LM Studio), Multi-Agent Systems, RAG, Prompt Engineering, Computer Vision

💾 Backend & Databases

PostgreSQL Flask FastAPI Docker

Specialties: REST APIs, Microservices, Database Design, Asyncio, WebSockets

📱 Mobile & Desktop

Android Kotlin Java Qt

Specialties: Native Android Development, Cross-Platform, Desktop Applications, UI/UX

🌐 Frontend & Web

TypeScript React JavaScript HTML5

Specialties: Single Page Applications, Responsive Design, Real-time Dashboards

🔐 Security & Tools

Kali Linux Git VS Code Linux

Specialties: Penetration Testing, Vulnerability Assessment, Cryptography, Exploit Research, Network Security


💼 Professional Background

🔐 Law Enforcement to Technology Transition

My career path is unconventional but powerful. Starting in law enforcement, I developed skills in:

  • 🎯 Threat Assessment: Identifying risks and vulnerabilities in complex systems
  • 🔍 Investigation & Analysis: Following evidence trails and connecting disparate data points
  • 🛡️ Security Operations: Protecting people and assets under real-world conditions
  • 📊 Intelligence Gathering: Synthesizing information from multiple sources
  • ⚖️ Risk Management: Making critical decisions under pressure

These skills translate directly into:

  • Cybersecurity: Understanding attacker mindsets and defensive strategies
  • AI Development: Building systems that handle sensitive data responsibly
  • Product Design: Creating tools that solve real security and intelligence problems
  • System Architecture: Designing with security, reliability, and user protection as core principles

🚀 Current Technical Focus

Today, I combine this unique background with deep technical skills in:

  • AI/LLM Engineering: Building production-grade applications with GPT-4, Claude, and local models
  • SaaS Development: Running LingoScreen.com as a commercial venture
  • Open Source: Contributing tools like PolyCouncil for the developer community
  • Mobile Development: Years of Android application development
  • Security Research: Ongoing exploration of vulnerabilities and cryptographic systems

📊 GitHub Statistics

GitHub Stats Top Languages
GitHub Streak

📫 Let's Connect

I'm always interested in connecting with:

  • 🤝 Collaborators on AI/LLM projects, especially in security and intelligence domains
  • 💼 Companies looking for senior developers with unique backgrounds in security + AI
  • 🎓 Researchers working on multi-agent systems, LLM evaluation, or applied AI
  • 🚀 Entrepreneurs building innovative SaaS products
  • 🔐 Security Teams needing someone who understands both defensive operations and offensive research

📬 Contact Information

Email Twitter LingoScreen


🎯 Open to Opportunities

What I Bring to Your Team:

Unique Perspective: Law enforcement background provides rare insight into security, risk, and threat modeling
Production AI Experience: Running commercial LLM-powered SaaS platform
Full-Stack Capabilities: Backend (Python/Flask), Frontend (TypeScript/React), Mobile (Android/Kotlin)
Security Expertise: Penetration testing, vulnerability research, cryptography
Open Source Contributor: Active maintainer of AI/LLM tools
Business Acumen: Experience launching and running commercial ventures

Ideal Roles:

  • 🤖 Senior AI/LLM Engineer
  • 🔐 Security Engineering with AI Integration
  • 🏗️ Solutions Architect (AI/ML focused)
  • 💼 Technical Lead for AI-powered products
  • 🚀 Founding Engineer at AI/Security startups

💡 "From protecting communities to protecting systems and now building AI that makes both safer."

⭐ If you find my work valuable, consider starring some repositories or reaching out to collaborate!

GitHub Sponsors


Last Updated: January 2026

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  1. PolyCouncil PolyCouncil Public

    PolyCouncil is an open-source multi-model deliberation engine for LM Studio. It runs multiple LLMs in parallel, gathers their answers, scores each response using a shared rubric, and produces a fin…

    Python 22 3

  2. Ethereum-Address-Collider Ethereum-Address-Collider Public

    Ethereum Address Collider

    Python 17 9

  3. DontPause DontPause Public

    An Android app to keep notifications from interrupting your media on your device.

    Java 8 1

  4. IPCamLive-Fuzzer IPCamLive-Fuzzer Public

    This python program tries a brute force method of fuzzing the DES hash and appending that to the default URL in an attempt to find unsecured IP cameras.

    Python

  5. WallstreetBets-Stock-Tracker WallstreetBets-Stock-Tracker Public

    A dynamic web application that tracks the top 50 stocks discussed on the Reddit WallStreetBets forum. The site automatically updates every hour, displaying the latest stocks ranked by sentiment and…

    JavaScript 2 1

  6. HTMLPlinko HTMLPlinko Public

    This is a simple Plinko game made to run in your browser.

    HTML