> Markdown version of [/jobs/ext/1483524-cybersecurity-ai-evaluator](https://www.wearedevelopers.com/jobs/ext/1483524-cybersecurity-ai-evaluator). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Cybersecurity AI Evaluator - **Company:** Human Union Data, Inc. - **Location:** United States (Remote available) - **Contract:** Permanent contract - **Skills:** Artificial Intelligence, Cyber Security - **Published:** July 29, 2026 - **Apply:** https://www.indeed.com/viewjob?jk=7dbf5dcf8d6da4e8 ## About the Role * Prior evaluation, annotation, or human-rater experience on cybersecurity ai evaluation or adjacent content for Cybersecurity AI 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 * Cybersecurity AI evaluation * Cybersecurity * AI evaluation * Rubric writing * Expert review Work model Remote - US-eligible. Remote ยท Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US. ## Description Cybersecurity AI Evaluator is a remote evaluation track for reviewing cybersecurity ai 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. Why this role matters AI data reviewers help turn cybersecurity ai evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data., * Evaluate cybersecurity ai evaluation model outputs against a versioned rubric and assign severity tags for Cybersecurity AI 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., * 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. ## Related Videos - [Forecasting Cyber Attacks with Glassdoor Reviews - Lianne Potter](https://www.wearedevelopers.com/videos/2143-forecasting-cyber-attacks-with-glassdoor-reviews-lianne-potter) - [Edit Your Future: Queerverse Radical AI](https://www.wearedevelopers.com/videos/909-edit-your-future-queerverse-radical-ai) - [Thinking Differently - How to Make Money from Cyber Attacks & Cheats](https://www.wearedevelopers.com/videos/745-thinking-differently-how-to-make-money-from-cyber-attacks-cheats) - [Slopquatting, API Keys, Fun with Fonts, Recruiters vs AI and more - The Best of LIVE 2025 - Part 2](https://www.wearedevelopers.com/videos/1765-slopquatting-api-keys-fun-with-fonts-recruiters-vs-ai-and-more-the-best-of-live-2025-part-2) - [Cyber Security: Small, and Large!](https://www.wearedevelopers.com/videos/259-cyber-security-small-and-large) - [AI is dead, long live AK](https://www.wearedevelopers.com/videos/1093-ai-is-dead-long-live-ak) ## Related Articles - [Dev Digest 134 - Where pixels sing?](https://www.wearedevelopers.com/magazine/477-dev-digest-134-where-pixels-sing) - [13 AI Tools You Have to Try](https://www.wearedevelopers.com/magazine/219-13-ai-tools-you-have-to-try) - [Dev Digest 138 - Are you secure about this?](https://www.wearedevelopers.com/magazine/486-dev-digest-138-are-you-secure-about-this) - [Dev Digest 121 - AI goes offline](https://www.wearedevelopers.com/magazine/456-dev-digest-121-ai-goes-offline) - [Dev Digest 137 - AI'm not sure about this](https://www.wearedevelopers.com/magazine/485-dev-digest-137-ai-m-not-sure-about-this) - [Dev Digest 120 - Apple and peers](https://www.wearedevelopers.com/magazine/455-dev-digest-120-apple-and-peers)