Gift U.

Key Skills

Software

Other

Don't disclose

Top Subject Matter

LLM / agentic coding task annotation and evaluation

LLM dataset annotation for fine-tuning and RLHF

Image Annotation

Top Data Types

Text

Image

Computer Code Programming

Top Task Types

RLHF

Function Calling

Fine-tuning

Evaluation/Rating

Computer Programming/Coding

Prompt + Response Writing (SFT)

Data Collection

Object Detection

Cuboid

Polyline

Bounding Box

Segmentation

Freelancer Overview

AI data annotation contractor (Agentic coding annotator and evaluation) at Vetto AI. Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. AI-training focus includes data types such as Computer Code, Programming, and Text and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

AI data annotation contractor (Agentic coding annotator and evaluation) at Vetto AI

Don't discloseComputer Code ProgrammingComputer Programming/Coding

Created high-quality coding and evaluation training data in agentic coding environments while keeping model blindness and session independence across runs. Verified LLM outputs by reviewing generated code, executing terminal commands, inspecting logs, and checking produced artifacts. Produced evidence-based rationales for trajectory rankings grounded in observed model behavior. • Designed multi-step coding tasks with user intent definition and milestone structure. • Built and refined task-specific rubrics and binary evaluation criteria. • Conducted model assessments using guardrails and evaluation checklists. • Collaborated on scenario design and conversation simulation workflows.

2026 - Present

Automation Specialist (Freelance)

OtherTextData Collection

Built automation workflows for clients using no-code and scripting tools, focused on data processing and operational efficiency rather than AI dataset annotation. Integrated third-party APIs, webhooks, and triggers to move and transform business data between systems. Developed custom JavaScript and Python scripts to support extraction, transformation, and delivery pipelines. • Deployed workflows with n8n, Zapier, and Make for repetitive process automation. • Connected CRMs, spreadsheets, databases, and communication platforms. • Implemented custom code nodes for complex automation logic. • Documented and maintained automation systems with client handoff support.

2024 - Present

Agentic Coding Annotator at Turing

Don't discloseComputer Code ProgrammingComputer Programming/Coding

Annotated and labeled datasets spanning code, text, and conversational content to support supervised fine-tuning and RLHF-style preference learning. Performed preference ranking and pairwise comparisons of model outputs to generate reinforcement signals. Simulated realistic multi-turn human-AI conversations across technical domains while maintaining behavioral guardrails. • Produced training dialogue data from extended multi-turn simulations. • Applied persona consistency and guardrails to preserve dataset integrity. • Executed agentic coding tasks with code review, log inspection, and manual testing. • Authored clear evidence-based rationales for ranking and quality assessments.

2025 - 2025

Education

Work History