×
Sydney Aaliyah Horton

Sydney Aaliyah Horton

AI Red Teamer | Adversarial Automation Engineer


Background


About

About

Adversarial researcher and engineer specializing in automated stress-testing and audit layers for production AI agents. Expert at leveraging Behavioral Psychology and Computer Science frameworks to identify model drift and financial vulnerabilities.

Work Experience

Work Experience

  • Founder & Technical Lead, AI Automation Academy

    Jan, 2024 - Present

    Developed a 14-Step AI Automation Protocol for autonomous content factories and automated full-stack monetization funnels on Whop and Beehiiv.

Projects Experience

Projects Experience

  • AgentTrace

    - Present

    Adversarial Reliability Framework. Identified a 10% reliability drop in AI agents using Behavioral Psychology persona modeling.

  • CostTrace

    - Present

    Financial Risk Modeling tool to quantify agent failure footprints and prevent Wallet-Exhaustion attacks.

Skills

Skills

  • Adversarial AI & Red Teaming

    LLM-as-a-Judge

    Behavioral Persona Modeling

    Adversarial Stress Testing

    Prompt Injection Simulation

    Agent Observability (AgentTrace)

  • Engineering & Automation

    Python (Pandas, Playwright, BeautifulSoup)

    SQL

    R

    API Integration

    GitHub Actions

  • Data Intelligence & Risk

    Financial Risk Modeling (CostTrace)

    Token Usage Optimization

    PostgreSQL Drift Analysis

    Automated Reporting Pipelines

Education

Education

  • Psychology, Bachelor of Arts, Spelman College

    - Present

    Minor in Computer Science

    Behavioral Modeling

    Data Structures