Ryan McCarthy

About Ryan McCarthy

I architect the cognitive infrastructure of tomorrow\'s intelligent systems—the frameworks through which machines learn to think, reason, and collaborate.Consider me unboxable—an adaptable alchemist adept in the transmutation of narrative complexity into machine comprehension, ambiguity into cognitive clarity, and isolated domains into unified intelligence ecosystems.My expertise transcends traditional boundaries through strategic alchemy: Narrative Systems Architect:As Lead Narrative Designer of Ohana Island (1M+ global players, 4.6), I engineered levels of branching dialogue that shaped gameplay mechanisms, character & plot dev, retention & engagement of a global player base, & structural worldbuilding. A seasoned wordsmith, I create psychologically-resonant content architectures at-scale & at-will. This foundation in meaning-making became the blueprint for my evolution into an— 🩺 AI Evaluation Strategist:Across >100 AI projects spanning 12+ models and >20 workflows, I’ve maintained a minimum 91.3% quality while galvanizing >500 peers, superiors, and direct reports, earning me ~34% peer commendation rates across exit surveys. From multilingual model evaluation to multimodal LLM alignment, I orchestrate symbiotic human-AI intelligence—fundamentally reimagining how teams interpret, refine, and trust machine reasoning. This operational fluency positioned me as a— Knowledge Engineering Innovator:I authored a foundational framework for loss pattern elucidation & categorization: a 75+ failure-type taxonomy mapped across a dynamic 146-field schema with synced categorical interdependencies. The diagnostic single-turn and multi-turn prompts generated across 54 domains, revealing 42 loss patterns, resulting in significant gains in model accuracy, and inspiring the launch of new features such as Gemini\'s chess gem. This breakthrough in systematic AI behavioral analysis defined my emergence as a—🧬 Cognitive Systems Visionary:I translate human nuance into machine-readable structure—designing taxonomies that scaffold understanding across languages, cultures, and models. At the forefront of the next great revolution, I conduct people, processes, and prompts to orchestrate cognitive ecosystems that adapt, align, and amplify— rooted in empirical insight, yet animated by vision and intent.I’m pioneering roles at the intersection of knowledge architecture, narrative strategy, cognitive systems design, and human-AI symbiosis—whether those roles exist yet or not.The future demands systems that think with us, not for us.

Experience

1. Ai Red Teamer

   Mercor

   Feb 2026 — Present

   Conducting task flagging, RLHF evaluations, adversarial probing, and red teaming for frontier models, focusing on model loss tracking and refusal protocol architecture.

Education

• CAVILAM

  Diplôme d'Études en Langue Française, Niveau B2

• Suffolk University

  Bachelor of Arts (B.A.), Double Major in English (conc. Creative Writing) & French

• The American University of Paris

  Master of Arts (M.A.), Cultural Translation