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M
Marcos R.

Marcos R.

AI Training Specialist | Evaluation, Scenario Design & Agents

USA flagNew Jersey, Usa

Key Skills

Software

Don't disclose

Top Subject Matter

AI agents
prompt-driven workflow automation
QA evaluation of LLM outputs

Top Data Types

TextText

Top Task Types

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

Freelancer Overview

Founder & GTM Engineer focused on AI training and evaluation. I bring 15+ years of professional experience across complex workflows, operations, and product work, and 3 years hands‑on with AI agents and prompt‑driven systems. I design realistic scenarios where agents operate across email, calendar, CRM, and internal tools, then evaluate their outputs for reasoning quality, correctness, and usefulness. My strengths are text‑based evaluation and rating, scenario and task design, and clear, structured feedback. I’ve led QA and usability testing in B2B SaaS (checklists, acceptance criteria, test plans) and done extensive prompt engineering and copy review (outbound messaging, social content, newsletters). I’m comfortable with structured tools (Jira/Asana, Airtable‑style tables, JSON‑like configs) and multi‑stakeholder workflows, and I’m used to providing precise, rubric‑aligned feedback that improves AI model behavior.

Labeling Experience

Founder & GTM Engineer, NextGen AI

Don't discloseTextTextEvaluation/RatingEvaluation/Rating

Developed and evaluated AI agent and prompt-driven workflows across email, LinkedIn, CRM, and calendar environments, focusing on realistic digital operating scenarios. Reviewed AI outputs for quality, reasoning, consistency, and usability, identifying failure modes, edge cases, and missed signals to improve performance. Built QA-style validation and documentation processes to make systems easier to test and iterate. • Defined structured rules, prompts, and decision logic for ambiguity handling and tradeoffs • Created QA checklists and workflow maps for validation and handoff • Performed iterative evaluation of agent behavior under incomplete information and competing tasks • Authored and refined workflow instructions and outbound messaging used as training/task context

2024 - Present

Founder, DishQuo

TextText

Built and operated a B2B2C SaaS platform with strong emphasis on structured testing and QA-driven improvement of user-facing and internal workflows. Created QA checklists, acceptance criteria, and iterative feedback loops to improve reliability and usability through repeated evaluation. Used Jira to manage requirements and track issues within structured product delivery cycles. • Conducted UX-oriented persona and journey thinking to reduce workflow friction and adoption barriers • Designed structured testing processes and validation criteria for iterative improvements • Managed sprint workflows and issue tracking to support continuous quality refinement • Applied operational discipline to coordinate cross-functional delivery with measurable outcomes

2019 - 2024

Education

B

Baruch College

Bachelor of Business Administration, Business Administration

Bachelor of Business Administration
Not specified

Work History

N

NextGen AI Automations

Founder and GTM Engineer

New York
2024 - Present
D

DishQuo

Founder

N/A
2019 - 2024