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Tristan Füllmich

AI Output Evaluator & Backend Workflow Engineer

Germany flagOersdorf, Germany
$35.00/hrIntermediateOther

Key Skills

Software

Other

Top Subject Matter

AI-generated computer code and LLM responses
Software Development / Backend Systems
AI Model Evaluation / Data Annotation

Top Data Types

Computer Code ProgrammingComputer Code Programming
TextText

Top Task Types

Evaluation/RatingEvaluation/Rating
RLHFRLHF
Question AnsweringQuestion Answering
Text GenerationText Generation

Freelancer Overview

AI Backend Engineer specializing in evaluating and improving AI-generated code and outputs. Experienced in building scalable API systems, integrating LLM workflows, and designing structured prompt pipelines for reliable results. Strong focus on code quality, logical reasoning, and real-world backend architecture. Built automation systems using FastAPI and worked extensively with AI-assisted development to speed up workflows and improve output consistency.

IntermediateGermanEnglish

Labeling Experience

AI Output Evaluator & Prompt Workflow Designer

Computer Code ProgrammingRLHF
Evaluated and improved AI-generated code and LLM responses with a focus on correctness, structure, and practical usability. Reviewed outputs for logical consistency, edge cases, and performance considerations. Designed structured prompt workflows to increase output reliability and reduce inconsistencies across different use cases. Applied backend knowledge (Python, APIs) to assess, refine, and validate AI-generated solutions for real-world implementation.

Evaluated and improved AI-generated code and LLM responses with a focus on correctness, structure, and practical usability. Reviewed outputs for logical consistency, edge cases, and performance considerations. Designed structured prompt workflows to increase output reliability and reduce inconsistencies across different use cases. Applied backend knowledge (Python, APIs) to assess, refine, and validate AI-generated solutions for real-world implementation.

2023 - Present

Education

S

Self-directed / Independent Learning

Non-degree / Practical Experience, Software Engineering & Backend Development

Non-degree / Practical Experience
2023 - 2026

Work History

S

Self-Employed

AI Backend Engineer

Hamburg
2023 - Present