Kareem R.

Key Skills

Software

Scale AI

Top Subject Matter

Conversational AI

Model Behavior

Data Quality

Top Data Types

Text

Image

Document

3D Sensor

Top Task Types

Computer Programming/Coding

Transcription

Red Teaming

Fine-tuning

Data Collection

Text Generation

Question Answering

Text Summarization

Classification

RLHF

Prompt + Response Writing (SFT)

Function Calling

Evaluation/Rating

Segmentation

Entity (NER) Classification

Freelancer Overview

Independent AI evaluation researcher and systems architect focused on epistemic robustness and model-behavior analysis. I design structured probes for ambiguity handling, uncertainty, contradiction, unsupported inference, false certainty, narrative drift, and long-context behavioral instability. My value is in evaluation design, adversarial reasoning, failure-mode taxonomy, and reproducible evidence discipline, not production ML engineering. Also ran a 7-entity data annotation and labeling on a custom dataset family