Talent.com
Evaluation Scenario Writer - AI Agent Testing Specialist
Evaluation Scenario Writer - AI Agent Testing SpecialistMindrift • Sungai Petani, Kedah, Malaysia
Evaluation Scenario Writer - AI Agent Testing Specialist

Evaluation Scenario Writer - AI Agent Testing Specialist

Mindrift • Sungai Petani, Kedah, Malaysia
2 hours ago
Job description

Mindrift is looking for a freelance Agent Scenarios Designer based in the specified country. The role focuses on designing realistic and structured evaluation scenarios for LLM‑based agents, testing agent outputs, and refining tests. You will work on a flexible schedule and receive pay up to $38 / hr based on experience.

What We Do

The Mindrift platform, launched and powered by Toloka, connects domain experts with cutting‑edge AI projects from innovative tech clients. Our mission is to unlock the potential of GenAI by tapping into real‑world expertise from across the globe.

About the Role

You will design realistic and structured evaluation scenarios, create test cases that simulate human‑performed tasks, and define gold‑standard behavior to compare agent actions against. Your work will ensure each scenario is clearly defined, well‑scored, and easy to execute and reuse. You need a sharp analytical mindset, attention to detail, and an interest in how AI agents make decisions.

Responsibilities

  • Design structured test scenarios based on real‑world tasks
  • Define the golden path and acceptable agent behavior
  • Annotate task steps, expected outputs, and edge cases
  • Work with developers to test scenarios and improve clarity
  • Review agent outputs and adapt tests accordingly

How to Get Started

Apply to this posting, qualify, and you’ll have the chance to contribute to projects aligned with your skills on your own schedule. From creating training prompts to refining model responses, you’ll help shape the future of AI while ensuring technology benefits everyone.

Requirements

  • Bachelor’s and / or Master’s degree in Computer Science, Software Engineering, Data Science / Analytics, Artificial Intelligence / Machine Learning, Computational Linguistics / NLP, Information Systems or related fields
  • Background in QA, software testing, data analysis, or NLP annotation
  • Good understanding of test design principles (e.g., reproducibility, coverage, edge cases)
  • Strong written communication skills in English
  • Comfortable with structured formats like JSON / YAML for scenario description
  • Can define expected agent behaviors (gold paths) and scoring logic
  • Basic experience with Python and JavaScript
  • Curious and open to working with AI‑generated content, agent logs, and prompt‑based behavior
  • Ready to learn new methods, able to switch between tasks and topics quickly, and sometimes work with challenging, complex guidelines
  • Fully remote freelance role – only requires a laptop, internet connection, available time, and enthusiasm to take on a challenge
  • Nice to Have

  • Experience in writing manual or automated test cases
  • Familiarity with LLM capabilities and typical failure modes
  • Understanding of scoring metrics (precision, recall, coverage, reward functions)
  • Benefits

  • Get paid for your expertise, with rates up to $38 / hr depending on your skills, experience, and project needs
  • Participate in a flexible, remote, freelance project that fits around your primary professional or academic commitments
  • Gain valuable experience to enhance your portfolio through an advanced AI project
  • Influence how future AI models understand and communicate in your field of expertise
  • #J-18808-Ljbffr

    Create a job alert for this search

    Evaluation Writer Ai • Sungai Petani, Kedah, Malaysia

    Related jobs
    Content Creator

    Content Creator

    DK UKTIMATE (M) SDN BHD • Sungai Petani, Kedah, Malaysia
    Diploma in Marketing, Communications, or a related field (or equivalent experience).Proven experience creating content across different platforms (social media, blogs, websites, video, etc.Strong w...Show more
    Last updated: 9 days ago • Promoted
    AI Data Specialist - Chinese

    AI Data Specialist - Chinese

    RWS Group • Batu Kawan, Penang, Malaysia
    RWS Group, Kuala Lumpur, Malaysia.We are looking for an AI Data Specialist to support the improvement of AI-generated content in English. Flexible, work whenever you want.Until the end of December 2...Show more
    Last updated: 18 days ago • Promoted
    Become a Luxury Watch Brand Evaluator in Penang, Malaysia

    Become a Luxury Watch Brand Evaluator in Penang, Malaysia

    CXG • George Town, Penang, MY
    Quick Apply
    Turn your passion for fine timepieces into a rewarding freelance opportunity!.Explore the world of luxury watchmaking and make a lasting impact on some of the world’s most prestigious horology bran...Show more
    Last updated: 30+ days ago
    Senior Software Engineer, AI Model serving - Kuala Lumpur, Malaysia

    Senior Software Engineer, AI Model serving - Kuala Lumpur, Malaysia

    Clutch Canada • Bayan Lepas, Penang, Malaysia
    PLEASE APPLY THROUGH THIS LINK : .The mission of Speechify is to make sure that reading is never a barrier to learning.Over 50 million people use Speechify’s text-to-speech products to turn whatever ...Show more
    Last updated: 30+ days ago • Promoted
    Senior AI Research Engineer, Model Inference (100% Remote)

    Senior AI Research Engineer, Model Inference (100% Remote)

    Tether Operations Limited • Malacca, 04, MY
    Join Tether and Shape the Future of Digital Finance.At Tether, we’re not just building products, we’re pioneering a global financial revolution. Our cutting-edge solutions empower businesses—from ex...Show more
    Last updated: 30+ days ago
    Coding Specialist (Fluent in Swedish) - AI Trainer

    Coding Specialist (Fluent in Swedish) - AI Trainer

    Invisible Expert Marketplace • Alor Setar, Kedah, Malaysia
    Coding Specialist (Fluent in Swedish) - AI Trainer.Are you a coding expert fluent in Swedish eager to shape the future of AI? Large‑scale language models are evolving from clever chatbots into powe...Show more
    Last updated: 16 days ago • Promoted
    Workflow and Informatics Specialist, SEA

    Workflow and Informatics Specialist, SEA

    Danaher • Central George Town, Penang, Malaysia
    Are you ready to accelerate your potential and make a real difference within life sciences, diagnostics and biotechnology?. Beckman Coulter Diagnostics, one of Danaher’s 15+ operating companies, our...Show more
    Last updated: 30+ days ago • Promoted
    Nahuatl Language Expert - AI Trainer

    Nahuatl Language Expert - AI Trainer

    Invisible Expert Marketplace • Bayan Lepas, Penang, Malaysia
    Nahuatl Language Expert – AI Trainer.We’re looking for Nahuatl language specialists who live and breathe regional dialects, phonetics, syntax, idiomatic expressions, oral traditions, and cultural r...Show more
    Last updated: 29 days ago • Promoted
    Freelance Automotive / Mechanical Engineering - QA / AI Trainer

    Freelance Automotive / Mechanical Engineering - QA / AI Trainer

    Mindrift • Sungai Petani, Kedah, Malaysia
    Freelance Automotive / Mechanical Engineering - QA / AI Trainer.At Mindrift, innovation meets opportunity.We believe in using the power of collective intelligence to ethically shape the future of AI....Show more
    Last updated: 15 days ago • Promoted
    Evaluation Scenario Writer - AI Agent Testing Specialist

    Evaluation Scenario Writer - AI Agent Testing Specialist

    Mindrift • Alor Setar, Kedah, Malaysia
    Mindrift is looking for a freelance.The role focuses on designing realistic and structured evaluation scenarios for LLM‑based agents, testing agent outputs, and refining tests.You will work on a fl...Show more
    Last updated: 2 hours ago • Promoted • New!
    AI Evaluator - Cantonese (Chinese) - Malaysia

    AI Evaluator - Cantonese (Chinese) - Malaysia

    CrowdGen by Appen • George Town, Penang, Malaysia
    Join CrowdGen as we launch an exciting new AI Voice Interaction Project designed to help improve the way voice assistants understand and respond to users! We’re looking for detail-oriented contribu...Show more
    Last updated: 2 hours ago • Promoted • New!
    Senior Research Engineer Multimodal & Video Foundation Model (100% Remote)

    Senior Research Engineer Multimodal & Video Foundation Model (100% Remote)

    Tether Operations Limited • Malacca, 04, MY
    Join Tether and Shape the Future of Digital Finance.At Tether, we’re not just building products, we’re pioneering a global financial revolution. Our cutting-edge solutions empower businesses—from ex...Show more
    Last updated: 30+ days ago
    Freelance Medical Content Writer

    Freelance Medical Content Writer

    Digital • George Town, Penang, Malaysia
    Hire Digital is seeking a remote.Freelance Medical Content Writer.The ideal candidate has a solid background in medical or pharmaceutical writing and can translate complex topics into clear and eng...Show more
    Last updated: 2 hours ago • Promoted • New!
    Research Analyst (Chinese)

    Research Analyst (Chinese)

    The Search Group • Penang, Penang, MY
    Quick Apply
    The Search Group is a Risk and Research consultancy firm with a global footprint, and an enhanced presence in both Europe and East Asia. Our global clients rely upon us for due diligence, business i...Show more
    Last updated: 30+ days ago
    Business Intelligence Analyst

    Business Intelligence Analyst

    Arrow Components • PenangMalaysia, Penang, Malaysia
    Overall 10 years of experience in Industry including 6+Years of experience as developer using Databricks / Spark Ecosystems. Hands on experience on Unified Data Analytics with Databricks, Databricks W...Show more
    Last updated: 30+ days ago • Promoted
    Freelance Data Annotator with Japanese - AI Trainer

    Freelance Data Annotator with Japanese - AI Trainer

    Toloka Annotators • Kulim, Kedah, Malaysia
    Freelance Data Annotator (Japanese) – AI Trainer.Get AI-powered advice on this job and more exclusive features.This opportunity is only for candidates currently residing in the specified country.Yo...Show more
    Last updated: 2 hours ago • Promoted • New!
    Associate Analyst, Business Planning (Ops)

    Associate Analyst, Business Planning (Ops)

    Analog Devices • PenangMalaysia, Penang, Malaysia
    Come join Analog Devices (ADI) – a place where Innovation meets Impact.For more than 55 years, Analog Devices has been inventing new breakthrough technologies that transform lives.At ADI you will w...Show more
    Last updated: 30+ days ago • Promoted
    Analyst Programmer

    Analyst Programmer

    Eurofins GSC IT Malaysia • Seberang Perai, Penang, Malaysia
    Eurofins Scientific is an international life sciences company, which provides a unique range of analytical testing services to clients across multiple industries. The Group believes it is the world ...Show more
    Last updated: 30+ days ago • Promoted