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Ryan Staton

Audio Technologist & AI Developer

USA flagSan Antonio, Usa
$125.00/hrIntermediate

Key Skills

Software

No software listed

Top Subject Matter

AI Audio
AI/ML Training
Audio Engineer

Top Data Types

TextText
AudioAudio
DocumentDocument

Top Task Types

Red TeamingRed Teaming

Freelancer Overview

Red Team Analyst – Adversarial Security Research (AI/LLM Data Evaluation). Brings 20+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Certificate In Information Assurance And Cybersecurity, San Antonio College (2025) and Certificate In Audio Technology, Audio EnginEARing Institute (2007). AI-training focus includes data types such as Text and Audio and labeling workflows including Red Teaming, Evaluation, and Rating.

IntermediateEnglish

Labeling Experience

Lead Developer – AI-Auditor Project (Audio Data Evaluation/Testing)

Audio
Integrated and tested audio-specific generative models to validate data labeling quality and output integrity. Assessed system performance for unauthorized manipulations and output poisoning vulnerabilities. Documented results and ensured auditability by implementing traceable logging. • Evaluated generated audio for fidelity and authenticity • Labeled cases of audio model poisoning and compromised outputs • Used Python frameworks for audio-DSP data pipeline assessments • Enhanced workflow security by verifying data provenance in sound generation

Integrated and tested audio-specific generative models to validate data labeling quality and output integrity. Assessed system performance for unauthorized manipulations and output poisoning vulnerabilities. Documented results and ensured auditability by implementing traceable logging. • Evaluated generated audio for fidelity and authenticity • Labeled cases of audio model poisoning and compromised outputs • Used Python frameworks for audio-DSP data pipeline assessments • Enhanced workflow security by verifying data provenance in sound generation

2025 - Present

Red Team Analyst – Adversarial Security Research (AI/LLM Data Evaluation)

TextRed Teaming
Conducted adversarial testing on large language models to identify and document vulnerabilities in AI security configurations. Designed and executed prompt injection and payload splitting attacks to assess and harden model defenses. Generated evaluation reports and provided actionable recommendations for robust AI guardrails. • Assessed LLM models for resistance to adversarial attacks • Created test data and labeled outputs for model vulnerability analysis • Employed multi-turn social engineering and context switching to probe AI logic • Informed LLM provider security teams on vulnerable data annotation cases

Conducted adversarial testing on large language models to identify and document vulnerabilities in AI security configurations. Designed and executed prompt injection and payload splitting attacks to assess and harden model defenses. Generated evaluation reports and provided actionable recommendations for robust AI guardrails. • Assessed LLM models for resistance to adversarial attacks • Created test data and labeled outputs for model vulnerability analysis • Employed multi-turn social engineering and context switching to probe AI logic • Informed LLM provider security teams on vulnerable data annotation cases

2025 - Present

Education

A

Audio EnginEARing Institute

Certificate In Audio Technology, Audio Technology

Certificate In Audio Technology
2007 - 2007
S

San Antonio College

Certificate In Information Assurance And Cybersecurity, Information Assurance And Cybersecurity

Certificate In Information Assurance And Cybersecurity
2025

Work History

I

Independent Audio Research & Innovation

Music Technologist and AI Developer

San Antonio
2025 - Present
R

Ruler Why Recordings

Technical Director and Audio Engineer

San Antonio
2007 - 2025