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# Tool-Use and Computer-Use Evaluator

- **Company:** Human Union Data, Inc.
- **Location:** United States (Remote available)
- **Contract:** Permanent contract
- **Skills:** Artificial Intelligence, Computer Literacy
- **Published:** July 29, 2026
- **Apply:** https://www.indeed.com/viewjob?jk=46c865429d299082

## About the Role

* Prior evaluation, annotation, or human-rater experience on tool use and computer use evaluation or adjacent content for Tool-Use and Computer-Use Evaluator work.
 * Comfort applying multi-page rubrics consistently across long batches.
 * Clear written reasoning that names the issue and the rubric clause being applied.
 * Strong attention to detail and the ability to flag when a prompt itself is the problem.
 * Reliable async availability for at least 10 hours per week., * Background in linguistics, content moderation, or trust & safety review.
 * Experience with inter-rater agreement metrics and calibration cycles.
 * Domain expertise that lets you spot subject-matter errors automated checks miss., * Model output evaluation
 * Rubric-based annotation
 * Severity tagging
 * Inter-rater calibration
 * Tool Use and Computer Use evaluation
 * Cross-cutting evaluation roles
 * AI evaluation
 * Rubric writing
 * Expert review

Work model

Remote - US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

## Description

Tool-Use and Computer-Use Evaluator is a remote evaluation track for reviewing tool use and computer use evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain., * Evaluate tool use and computer use evaluation model outputs against a versioned rubric and assign severity tags for Tool-Use and Computer-Use Evaluator assignments.

 * Compare paired responses and pick the stronger answer with a written rationale.
 * Label hallucinations, instruction-following failures, and unsafe content with structured tags.
 * Capture ambiguous prompts and route them back to the program team for rubric updates.
 * Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
 * Document recurring failure modes so the modeling team can target them in the next training run., * Compare two tool use and computer use evaluation model responses to the same prompt and pick the stronger one with rationale.
 * Tag an unsafe response with the correct policy category and severity.
 * Audit a 50-row batch for rubric consistency and report drift to the program lead.
 * Propose a rubric clarification after spotting a recurring failure mode.


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