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K
Kevin F.

Kevin F.

LLM Evaluator & AI Output Rater | Finance & Legal Domain Expert | Python · Rust | Cryptocurrency

USA flagTaos, Usa

Key Skills

Software

Internal/Proprietary Tooling

Top Subject Matter

Finance / Legal
Cryptocurrency
Programming (Python, Rust)

Top Data Types

TextText
DocumentDocument

Top Task Types

Red TeamingRed Teaming
Text GenerationText Generation
Fine-tuningFine-tuning
Computer Programming/CodingComputer Programming/Coding
Data CollectionData Collection
Evaluation/RatingEvaluation/Rating
Question AnsweringQuestion Answering

Freelancer Overview

LLM Evaluation and Prompt Engineering (Founder & Systems Architect, Abraxas Consulting dba Tamrael). Brings 15+ years of professional experience across finance, tech, security research, legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Fordham University (2011) and High School Diploma, High Technology High School (2007). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

LLM Evaluator & AI Output Rater (Systems Architect – Abraxas Consulting)

TextText

I engineered, orchestrated, and evaluated large language model (LLM) outputs to optimize AI performance. My tasks primarily included prompt engineering, LLM evaluation, and ranking of AI outputs, conducting zero-overhead coordination and iterative evaluation cycles. The experience involved deploying models on self-hosted infrastructure and ensuring model quality through systematic evaluation rounds. • Multi-model consensus and orchestration for over 1.53 billion tokens processed • Used prompt engineering and output ranking to enhance output quality and control cost • Continuous LLM output evaluation using custom coordination runtime • Leveraged Rust and Mojo to ensure sub-millisecond latency in evaluation

2025 - Present

Education

F

Fordham University

Bachelors of Business Administration, Finance

Bachelors of Business Administration
2007 - 2011
H

High Technology High School

High School Diploma, Pre-Engineering, STEM Magnet

High School Diploma
2003 - 2007

Work History

A

Abraxas Consulting

Lead Researcher, IP / Legal / Financial Strategist

Taos
2025 - Present
A

Abraxas Consulting

Systems Architect

Taos
2025 - Present