Remote Kubernetes AI Task Auditor - Freelance Trainer

Triwill Group; Northern (KY); Hybrid; USD 90,000 - 150,000; Full time

Job summary

Triwill Group is seeking a Kubernetes AI Task Auditor for a freelance, fully remote role in the United States. You will audit Kubernetes-focused tasks used to train and evaluate AI models, ensuring they are technically accurate, realistic, and practical.

The assignment emphasizes rigorous testing of scenarios to ensure solvability and reliable evaluation criteria. Applicants should have advanced Kubernetes expertise and experience auditing AI training workflows, with a focus on identifying

Qualifications

• Must have hands-on experience auditing Kubernetes tasks for AI model training.
• Ability to verify realism, solvability, and reproducibility of AI training tasks.
• Strong capability to identify orchestration, deployment, and configuration issues.

Responsibilities

• Audit Kubernetes-focused tasks used to train and evaluate AI models.
• Provide actionable feedback to improve task reliability and evaluation criteria.
• Identify and report orchestration, deployment, and logic errors affecting task quality.

Skills

Kubernetes

AI training

Task auditing

Quality assurance

Job description

Triwill Group is seeking a Kubernetes AI Task Auditor for a freelance, fully remote role in the United States. You will audit Kubernetes-focused tasks used to train and evaluate AI models, ensuring they are technically accurate, realistic, and practical.

The assignment emphasizes rigorous testing of scenarios to ensure solvability and reliable evaluation criteria. Applicants should have advanced Kubernetes expertise and experience auditing AI training workflows, with a focus on identifying