Amr A.

Key Skills

Software

Other

Top Subject Matter

LLM research agent evaluation and quality grading

Agentic workflow construction for AI tutoring/research assistance

Top Data Types

Text

Top Task Types

Prompt + Response Writing (SFT)

Text Summarization

Fine-tuning

Evaluation/Rating

Text Generation

Classification

Freelancer Overview

AI Research Agent & Performance Evaluation System (custom grading system for model output assessment). Core strengths include Ollama and Other. Education includes Bachelor of Computer Science, Arab Academy for Science & Technology (AASTMT) (2027) and SOC Blue Team Diploma, WE (Telecom Egypt) Training & Development. AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

AI Research Agent & Performance Evaluation System (autonomous research agent with rubric-based evaluation)

OtherPrompt + Response Writing (SFT)

Built an autonomous AI agent that decomposes and completes multi-step research tasks using external tools. Developed the agent workflow to manage tool use and reasoning steps required to produce final research outputs. Emphasized evaluation-driven iteration by pairing task execution with scoring rubrics. • Implemented agentic multi-step task breakdown • Integrated external tool usage for completion • Produced final research outputs with consistency checks • Iteratively refined behavior guided by evaluation results

2024 - Present

AI Research Agent & Performance Evaluation System (custom grading system for model output assessment)

Created a custom grading/rubric system to evaluate an autonomous AI research agent’s outputs for factual accuracy and hallucinations. Implemented automated checks to ensure responses followed required formatting and quality criteria. Used this evaluation framework to compare local model behaviors and improve response quality through iterative testing. • Designed rubrics for consistent scoring • Checked for factual accuracy and hallucinations • Verified structured, properly formatted outputs • Compared multiple local AI models using evaluation results

2024 - Present

Education

Work History