Ali

Key Skills

Software

Other

Clickworker

CVAT

Micro1

Telus

Top Subject Matter

Web3 AI

Crypto Domain Expertise

Decentralized Applications

Top Data Types

Text

Image

Audio

Top Task Types

RLHF

Polygon

Polyline

Cuboid

Object Detection

Text Generation

Question Answering

Text Summarization

Transcription

Evaluation Rating

Freelancer Overview

AI Training & Model Feedback Specialist (Freelance). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Toloka. Education includes Secondary Education, Sukkur/Ghotki Board (2022) and Bachelor of Science, Iqra University Karachi (2023). AI-training focus includes data types such as Text and Image and labeling workflows including RLHF and Polygon.

Labeling Experience

Image Annotation

ImagePolyline

Shape based image object labelling on Remoter.me

Shape based image object labelling on Remoter.me

2026 - Present

AI Training & Model Feedback Specialist (Freelance)

OtherTextRLHF

As an AI Training & Model Feedback Specialist, I evaluated and ranked AI-generated text outputs for decentralized AI systems. I provided detailed human feedback to optimize response logic and accuracy using RLHF methodologies. My work included adversarial prompting and technical evaluation for early-stage Web3 and crypto AI models. • Evaluated and rated AI model text outputs for accuracy and consistency. • Authored over 500 reasoning paragraphs explaining ranking decisions. • Crafted edge case prompts to test boundaries of crypto-specific models. • Identified logical and technical flaws in decentralized AI (DApp) responses.

As an AI Training & Model Feedback Specialist, I evaluated and ranked AI-generated text outputs for decentralized AI systems. I provided detailed human feedback to optimize response logic and accuracy using RLHF methodologies. My work included adversarial prompting and technical evaluation for early-stage Web3 and crypto AI models. • Evaluated and rated AI model text outputs for accuracy and consistency. • Authored over 500 reasoning paragraphs explaining ranking decisions. • Crafted edge case prompts to test boundaries of crypto-specific models. • Identified logical and technical flaws in decentralized AI (DApp) responses.

2024 - Present

Micro-Task Annotator

TolokaImagePolygon

As a Micro-Task Annotator, I performed shape-based object annotation using polygon and bounding box techniques on image datasets. My responsibilities included maintaining high accuracy on annotation micro-tasks within the Toloka and Clickworker platforms. I also summarized video datasets and ranked search results for relevance and authority. • Completed polygon and bounding box annotations with 98% accuracy. • Worked extensively on micro-tasks involving web search relevance labeling. • Summarized videos for objective inclusion in AI training datasets. • Consistently achieved top accuracy scores on UHRS annotation tasks.

As a Micro-Task Annotator, I performed shape-based object annotation using polygon and bounding box techniques on image datasets. My responsibilities included maintaining high accuracy on annotation micro-tasks within the Toloka and Clickworker platforms. I also summarized video datasets and ranked search results for relevance and authority. • Completed polygon and bounding box annotations with 98% accuracy. • Worked extensively on micro-tasks involving web search relevance labeling. • Summarized videos for objective inclusion in AI training datasets. • Consistently achieved top accuracy scores on UHRS annotation tasks.

2025 - 2026

Education

Work History