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Christopher Soriano

@christophersoriano

AI evaluation contractor across Outlier AI, Handshake AI, and micro1, ranking LLM responses and assessing image quality.

United States
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At Outlier AI, Handshake AI, and micro1, I evaluate and rank LLM responses against detailed rubrics for accuracy, reasoning, and instruction-following. I write and refine prompts, scoring rubrics, and rationales, and assess image quality for model training.

At Beacon DeFi LLC, I onboarded users into DeFi ecosystems through curricula and interactive workshops, contributing to a 30% increase in protocol adoption metrics. I also produced educational content on RWAs, liquid staking, and EAL5 security standards.

At Yieldfarming.com / Truffle Ventures, I designed a DeFi client-success and coaching program that supported a community of 1,500+ active members and a 95% subscriber retention rate. I also managed livestream education and multimedia tokenomics campaigns.

At CDS Global Inc., I modernized payment processing with an API-driven architecture using Java and the Spring Framework, reducing transaction latency by 20%. I also taught enterprise software development and enterprise architecture at Bellevue University.

Experience

Work history, roles, and key accomplishments

OM
Current

AI Training & Evaluation Contractor

Outlier AI, Handshake AI, micro1

Oct 2026 - Present (1 month)

Evaluate and rank LLM responses against detailed rubrics for accuracy, reasoning, and instruction-following. Write prompts, scoring rubrics, and rationales, and perform image quality assessment for model training data.

LLM EvaluationResponse RankingRLHFPrompt EngineeringRubric Design
Rationale Writing
Instruction Following Assessment
Image Quality Checks
Data Annotation
QA
BL
Current

Co-Founder

Beacon DeFi LLC

May 2023 - Present (3 years 6 months)

Onboarded tens of thousands of users into DeFi ecosystems, achieving a 30% increase in protocol adoption metrics. Produced technical content on RWAs, liquid staking, and EAL5 security standards, driving 50,000+ organic impressions.

Bellevue University logoBU

Adjunct Professor

Bellevue University

Aug 2020 - Dec 2024 (4 years 4 months)

Taught enterprise software development and enterprise architecture to adult learners. Supervised capstone projects integrating financial APIs, improving student career readiness.

TeachingCurriculum Design
Enterprise Software Development
Enterprise Architecture
Financial APIs
YV

Director of Client Success

Yieldfarming.com / Truffle Ventures

Oct 2021 - May 2023 (1 year 7 months)

Scaled a premium investor community to 1,500+ active members with a 95% subscriber retention rate. Amplified brand reach to 70,000+ viewers and generated a 15% increase in community conversions.

Bellevue University logoBU

Programmer Analyst II

Bellevue University

Jan 2014 - Aug 2018 (4 years 7 months)

Improved operational efficiency by 30%, saving 200+ manual hours quarterly, by leading enterprise software automation and digitizing complex financial workflows.

Software Automation
Financial Workflows
Process ImprovementEnterprise Software

Education

Degrees, certifications, and relevant coursework

Bellevue University logoBU

Bellevue University

Master of Business Administration, Management Information Systems

Master of Business Administration in Management Information Systems from Bellevue University.

Bellevue University logoBU

Bellevue University

Bachelor of Science, Computer Information Sciences

Grade: Summa Cum Laude

Bachelor of Science in Computer Information Sciences, graduated Summa Cum Laude.

Tech stack

Software and tools used professionally

Availability

Looking for a job

Location

United States

Authorized to work in

Salary expectations

60k+ USD

Skills

LLM EvaluationResponse RankingRLHFPrompt EngineeringPrompt WritingRubric Design
Rationale Writing
Instruction Following Assessment
Reasoning Accuracy Review
Data AnnotationData Labeling
Image Quality Checks
Aesthetic Evaluation
Quality AssuranceFinance

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