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Abe RutmanAR
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Abe Rutman

@aberutman

I structure transactions, compliance, and AI-assisted legal workflows across venture, media, fintech, and government.

United States
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What I'm looking for

I'm looking to apply my transactional, compliance, and AI legal technology experience to complex legal operations, due diligence, regulatory research, and LLM evaluation work.

I've supported legal operations for USDA and SBA/DHS, investigated fraud and eligibility issues, and handled complex corporate, financing, and regulatory documentation. At Filmdemand, I negotiated global IP licensing, structured production entities across Delaware and the UK, and supported SAFE financings and equity plans.

Most recently, I evaluated and stress-tested LLM outputs for Mercor/Anthropic, applying legal and compliance expertise to prompts, grading rubrics, golden answers, and failure analysis. I also pioneered AI-assisted legal research and document review for a stealth startup, reducing legal research time by 60% using Harvey AI, Claude, ChatGPT, Gemini, and Grok.

Experience

Work history, roles, and key accomplishments

MA

AI & LLM Model Evaluation / Failure Analysis Specialist

Mercor / Anthropic

Apr 2026 - Jul 2026 (3 months)

Contributed to LLM training and evaluation for a leading AI lab, designing grading rubrics and performing systematic failure analysis. Authored evaluation scenarios and applied legal expertise to craft prompts and golden answers.

Education

Degrees, certifications, and relevant coursework

Northeastern Illinois University logoNU

Northeastern Illinois University

Board of Governors Program, Interdisciplinary Studies

Pursued interdisciplinary studies through the Board of Governors Program at Northeastern Illinois University.

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