Frontier Model Misuse Risk Evaluator.

Frontier Model Misuse Risk Evaluator. Frontier Model Misuse Risk Evaluator is a remote red-team track for stress-testing AI systems against adversarial prompts. Apply now Browse open roles REL 24.09 signed REGRESSION caught

• cached OVERRIDE 19 of 142 INCIDENT gate
• halted TRACK Adversarial evaluation Aligned to the AuraOne specialist routing. TYPE Contractor Remote-first specialist work, paid per accepted task. LOCATION Remote
• Independent specialist contractor Remote — US-eligible

About The Role Frontier Model Misuse Risk Evaluator is a remote red-team track for stress-testing AI systems against adversarial prompts. Reviewers craft attack scenarios, document the failure mode, and pair each successful jailbreak with the rubric clause it violated so the safety team can patch the gap. Adversarial evaluation is how AuraOne hardens AI models before they ship to customers. Reviewers think like attackers and write up failures with enough rigor that the modeling team can reproduce, fix, and regress-test them. Stress-test model behavior, refusal boundaries, dual-use risk, and safety policy adherence before deployment.

Responsibilities

• ↳Design adversarial prompts that probe known weakness classes (jailbreak, policy bypass, prompt injection) for Frontier Model Misuse Risk Evaluator assignments.
• ↳Document every successful attack with reproduction steps and the policy clause it violated.
• ↳Score model defenses across single-turn and multi-turn conversations.
• ↳Triage emerging attack vectors and route them to the safety team with severity ratings.
• ↳Maintain a personal library of attack patterns and propose new red-team rubrics.
• ↳Calibrate against the broader red-team cohort to keep coverage and severity consistent.

Requirements

• ↳Demonstrated experience red-teaming AI systems, security research, or adversarial ML work for Frontier Model Misuse Risk Evaluator work.
• ↳Strong written communication — your reports become the patch ticket.
• ↳Comfort working in policy-grey areas with clear documentation of what was attempted and why.
• ↳Familiarity with prompt-injection, jailbreak, and policy-bypass taxonomies.
• ↳Reliable async availability for at least 10 hours per week. EXAMPLE TASKS
• ↳Construct a 5-turn adversarial conversation that bypasses a specific policy clause and write up the patch ticket.
• ↳Score a model's defenses against a known jailbreak pattern across 20 variants.
• ↳Propose a new red-team rubric category after spotting an emerging attack vector.
• ↳Reproduce a failure another reviewer reported and confirm the severity tag. NICE TO HAVE
• ↳Background in offensive security, AppSec, or trust & safety operations.
• ↳Experience publishing or reproducing public adversarial-ML research.
• ↳Multilingual fluency for cross-language attack testing.

Compensation Hourly rate confirmed after the interview process. Expected schedule: contractor, remote specialist work with program-defined task volume and review pacing.

Skills Used In Matching

• Adversarial prompting
• Red-team analysis
• Policy taxonomy
• Failure documentation
• Frontier Model Misuse Risk evaluation
• AI safety
• Red-team evaluation
• Policy rubrics
• Frontier
• Model
• Misuse

How To Apply AuraOne uses a shared specialist intake to confirm track fit, review readiness, and the best queue for your profile. Applications submitted from partner job boards carry the source, role, and category on the apply URL. Apply now Browse other roles EXAMPLE TASKS

• ↳Construct a 5-turn adversarial conversation that bypasses a specific policy clause and write up the patch ticket.
• ↳Score a model's defenses against a known jailbreak pattern across 20 variants.
• ↳Propose a new red-team rubric category after spotting an emerging attack vector.
• ↳Reproduce a failure another reviewer reported and confirm the severity tag. NICE TO HAVE
• ↳Background in offensive security, AppSec, or trust & safety operations.
• ↳Experience publishing or reproducing public adversarial-ML research.
• ↳Multilingual fluency for cross-language attack testing.