
Abe Rutman
@aberutman
I structure transactions, compliance, and AI-assisted legal workflows across venture, media, fintech, and government.
What I'm looking for
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
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
Board of Governors Program, Interdisciplinary Studies
Pursued interdisciplinary studies through the Board of Governors Program at Northeastern Illinois University.
Availability
Location
Authorized to work in
Job categories
Skills
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