AWS Trainium/NKI (TRN) AI Task Auditor - Freelance AI Trainer Project

Accountabilities

• Evaluate AWS Trainium and Neuron Kernel Interface tasks to determine whether they are technically accurate, realistic, solvable, reproducible, and supported by reliable tests and evaluation criteria.


• Review model compilation workflows and accelerator optimization approaches for technical correctness and practical effectiveness.


• Assess NKI-based tasks and kernel execution scenarios for potential implementation issues, unexpected behavior, and technical inconsistencies.


• Identify hardware acceleration inefficiencies, kernel execution bugs, logic errors, and other issues that may compromise task quality or evaluation accuracy.


• Rigorously test and troubleshoot complex technical scenarios to validate expected behavior and task outcomes.


• Provide clear, actionable technical feedback that enables task authors and evaluators to resolve identified issues and improve task quality.


• Apply deep expertise in AWS Trainium architecture and AI acceleration to ensure training and evaluation workflows meet high technical standards.


• Document technical findings clearly and consistently across assigned project tasks.

• Demonstrable professional experience and deep technical knowledge of AWS Trainium architecture, including model compilation, accelerator optimization, and Neuron Kernel Interface (NKI) frameworks.


• Strong understanding of AI accelerator workloads and the technical considerations involved in optimizing models and kernels for specialized hardware.


• Strong analytical and problem-solving skills, with the ability to rigorously test, troubleshoot, and evaluate complex technical scenarios.


• Strong attention to detail and the ability to identify subtle performance, execution, integration, and logic issues.


• Ability to assess technical tasks objectively against requirements for accuracy, realism, reproducibility, and reliable evaluation.


• Strong written communication skills for providing precise, constructive, and actionable technical feedback.


• Ability to work independently and apply specialized technical expertise within a freelance, project-based environment.


• Candidates will be evaluated for one area of specialization based on their professional experience; expertise across multiple technical domains is not required.


• Ability to provide a secure computer and reliable high-speed internet connection for freelance project work.

• Compensation of $70–$100 per hour, with the exact rate determined based on experience, expertise, and geographic location.


• Final compensation may vary from the published range following evaluation of your qualifications and location.


• Freelance contract structure offering flexibility for project-based work.


• Remote work environment.


• Opportunity to contribute directly to the training and evaluation of advanced AI systems.


• Opportunity to apply specialized AWS Trainium and NKI expertise to technically challenging AI evaluation projects.


• Health insurance, paid time off, and other company-sponsored employee benefits are not provided under the freelance contract.


• Contractors are responsible for supplying their own secure computer and high-speed internet connection.

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