Marisol Ramos

AI Threat & Safety Analyst | Expert in pre-production AI Safety | Experience in LLM Qualitative & Quantitive Analysis

Role
Ai Behavior & Risk Analysis Technical Writer Meta Super Intelligence Labs at Magnit Global
Location
San Francisco, CA, US
LinkedIn followers
500 followers
Information TechnologyView LinkedIn profile

About Marisol Ramos

I’m an AI data and model QA analyst with 2+ years of experience evaluating large-scale…

Experience

  1. Ai Behavior & Risk Analysis Technical Writer Meta Super Intelligence Labs

    Magnit Global

    Sep 2023 — Present · San Francisco, CA, US

    Led adversarial testing for LLM safety evaluations across multilingual contexts, simulating user personas (e.g, minors, regional dialects, non-native speakers) to identify model weaknesses and surface latent safety risks.• Developed and deployed red team strategies utilizing adversarial ML tactics including prompt injection, filter evasion, and obfuscation in Spanish and English, reducing high-harm model responses by ~37% across flagged categories.• Authored over 200+ high-impact safety reports informing cross-functional teams (engineering, policy, compliance, and marketing) with data-backed recommendations, influencing safety roadmap decisions.• Streamlined test documentation workflows and attack reporting standards, improving diagnostic report turnaround time by 25% and increasing successful exploit replication by internal QA teams by 60%.• Contributed to enhancements in RLHF/SFT alignment efforts by identifying nuanced prompt exploits and false refusals in model outputs, leading to the adoption of 3 new safety triggers

Education

  • Carrington College California

    Health Information Technology

  • Western Governors University

    Bachelor of Science - BS

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Marisol Ramos — Ai Behavior & Risk Analysis Technical Writer Meta Super Intelligence Labs at Magnit Global in San Francisco, CA, US | Unifers