Samuel M.

Key Skills

Software

No software listed

Top Subject Matter

AI Coding Agents/LLM Evaluation

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Computer Code Programming

Image

Text

Audio

Document

Top Task Types

Action Recognition

Bounding Box

Classification

Computer Programming/Coding

Tracking

Freelancer Overview

Freelance AI Tooling and LLM Output Evaluator. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Certificate in Full-Stack Software Development, Moringa School (2022) and Diploma in Electrical and Electronics Engineering, Michuki Technical Institute (2021). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Freelance Software Engineer — AI Prompt Evaluation & LLM Output Validation

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Responsible for designing and evaluating AI prompts, validating large language model (LLM) outputs against structured acceptance criteria, and developing technical documentation for both human and AI consumption. Used daily interaction with AI coding agents to perform structured review and determine model reliability on real-world development tasks. Contributed to prompt engineering workflows and AI system validation as part of project delivery for various software engineering clients. • Evaluated AI-generated outputs for quality and criteria fulfillment. • Designed and tested prompts used in coding- and task-based AI pipelines. • Created structured acceptance criteria and provided model feedback. • Documented findings and contributed to AI system quality improvement.

2022 - Present

Full-Stack Developer — Structured Evaluation of LLM Agent Outputs

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Participated in code review and output validation for LLM-based coding agents, employing structured evaluation processes to assess AI-generated solutions in production SaaS applications. Validated REST API outputs and code correctness by comparing AI recommendations against predefined technical criteria. Led and mentored processes related to quality criteria for software and AI-generated deliverables. • Conducted technical code reviews involving AI-generated outputs. • Evaluated and validated API outputs enhanced by AI pipelines. • Applied structured criteria to assess LLM outputs in a team workflow. • Provided mentoring on AI-assisted code review and validation.

2022 - 2025

Education

Work History