Adrian A.

Key Skills

Software

SuperAnnotate

Other

Top Subject Matter

AI Coding Agents

Code Editing Models

AI Code Quality Evaluation

Top Data Types

Computer Code Programming

Document

Image

Text

Top Task Types

Computer Programming/Coding

Bounding Box

Freelancer Overview

Expert AI Coding Agent Evaluator. Brings 13+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and SuperAnnotate. Education includes Certificate in Machine Learning and Artificial Intelligence Engineering, Anyone AI (2025) and Certified Tech Developer, Digital House (2025). AI-training focus includes data types such as Computer Code, Programming, and Document and labeling workflows including Evaluation, Rating, and Bounding Box.

Labeling Experience

Expert AI Coding Agent Evaluator

Evaluated and labeled data for coding agents and code editing models in a professional HITL workflow. Generated high-quality benchmark datasets and detailed annotations to simulate real-world developer interactions. Identified and classified model failure modes in code generation, editing, and debugging to improve AI coding systems. • Completed over 30 annotation tasks and 200+ evaluation reviews in the first month • Drove iterative quality assurance in agent coding systems • Focused on proprietary data creation for LLM and code agent training • Integrated expert-driven review and annotation methodology.

2026 - Present

LLM Code Quality Evaluator and Python PR Reviewer

Reviewed and evaluated AI-generated Python pull requests for code correctness, maintainability, and modularity. Provided detailed technical feedback and rubric-based code assessment to enhance model training. Contributed to improving LLM code output quality through structured evaluation tasks and professional review techniques. • Assessed 200+ Python code PRs from AI models • Focused on code quality, design, and error handling • Used structured rubric-based assessments • Supplied actionable feedback to engineering teams and AI trainers.

2025 - Present

PR Reviewer

OtherComputer Code ProgrammingComputer Programming/Coding

The PR Writers (Python) project involves reviewing and improving Python code snippets generated by AI. As a reviewer, I analyze the code for correctness, structure, and readability, ensuring it follows best practices. I also provide clear, constructive feedback and help train AI models to recognize what high-quality code looks like in real-world scenarios. This project contributes to AI data annotation and model training by leveraging expert programming knowledge to enhance large language model reasoning and coding quality.

2025

LLM Evaluation Specialist - Economic and Financial Reasoning

SuperAnnotateDocumentBounding Box

Evaluated LLMs’ economic and financial statistical reasoning using structured historic financial data. Extracted quantitative data from PDFs using bounding boxes and reproducible quality criteria while working within SuperAnnotate. Validated and annotated data as part of RLHF data preparation for model improvement. • Completed 80+ evaluation and annotation tasks with high quality scores • Focused on U.S. Treasury Bulletin historical datasets • Used SuperAnnotate for document annotation and bounding box creation • Applied Python-based validation and reproducibility standards.

2025 - 2026

Education

Work History