Frontend / UI Engineer — AI Code Review (Remote)

AuraOne Human Data

United States

Remote

USD 55,000 - 96,000

Full time

14 days+

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Job summary

AuraOne, Inc. is seeking a Frontend / UI Engineer — AI Code Review for remote engagement in the United States. You will evaluate production code, reproduce results, and draft targeted tests to capture edge cases.

The role emphasizes clear written reasoning, strong frontend instincts, and the ability to review model outputs like a code reviewer. You’ll collaborate with the modeling team, grade solutions for correctness, style, and reliability, and document common failure modes.

Qualifications

  • Strong day-job engineering experience — you can read, run, and debug unfamiliar code for Frontend / UI Engineer — AI Code Review (Remote) work.
  • Comfort writing concise unit tests that capture a single failure mode.
  • Familiarity with a testing framework. pytest, Jest, or JUnit. Go test, RSpec, or whatever you use.
  • Clear written reasoning — your review note has to convince another senior engineer.
  • Reliable async availability for at least 10 hours per week.
  • Prior code-review or technical-interview-grading experience is a plus.

Responsibilities

  • Run and reproduce candidate code outputs in a sandboxed environment for Frontend / UI Engineer — AI Code Review (Remote) assignments.
  • Grade frontend engineering solutions for correctness, style, and edge-case handling.
  • Write minimal failing tests that demonstrate the bug a model output missed.
  • Compare paired solutions and rank them with a written rationale tied to the rubric.
  • Tag failure modes (compile error, runtime crash, off-by-one, security issue) with severity scores.
  • Document recurring code-generation failures so the modeling team can target them.
  • Calibrate against gold-standard reviews to keep inter-rater agreement above target.

Skills

Code review
Debugging
Unit testing
Software engineering judgment
Frontend engineering
Design

Tools

pytest
Jest
JUnit
Go test
RSpec

Job description

Frontend / UI Engineer — AI Code Review (Remote) is a remote engineering review track for evaluating production code, debugging traces, and developer-facing AI outputs against real-world correctness standards. Reviewers reproduce failures, write the unit test the model should have written, and explain the fix so the modeling team can target the gap.

Why this role matters

Engineering model quality lives or dies on whether the generated code actually compiles, passes tests, and handles edge cases. AuraOne pairs experienced engineers with the modeling team to grade outputs the way a code reviewer would.

Responsibilities
  • Run and reproduce candidate code outputs in a sandboxed environment for Frontend / UI Engineer — AI Code Review (Remote) assignments.
  • Grade frontend engineering solutions for correctness, style, and edge-case handling.
  • Write minimal failing tests that demonstrate the bug a model output missed.
  • Compare paired solutions and rank them with a written rationale tied to the rubric.
  • Tag failure modes (compile error, runtime crash, off-by-one, security issue) with severity scores.
  • Document recurring code-generation failures so the modeling team can target them.
  • Calibrate against gold-standard reviews to keep inter-rater agreement above target.
Qualifications
  • Strong day-job engineering experience — you can read, run, and debug unfamiliar code for Frontend / UI Engineer — AI Code Review (Remote) work.
  • Comfort writing concise unit tests that capture a single failure mode.
  • Familiarity with a testing framework. pytest, Jest, or JUnit. Go test, RSpec, or whatever you use.
  • Clear written reasoning — your review note has to convince another senior engineer.
  • Reliable async availability for at least 10 hours per week.
  • Prior code-review or technical-interview-grading experience is a plus.
Example tasks
  • Reproduce a generated engineering solution to a coding task, run the test suite, and grade it.
  • Write the smallest failing test that demonstrates a model's edge-case bug.
  • Compare two paired solutions and rank them with a written rationale tied to the rubric.
  • Triage a security issue surfaced by a model and document the patch the model should have produced.
Nice to have
  • Open-source contributions or a public portfolio that demonstrates production-quality code.
  • Experience with the target language's standard tooling, linters, and idiomatic style guides.
  • Familiarity with security-review checklists (OWASP, CWE) and AppSec patterns.
Skills
  • Code review
  • Debugging
  • Unit testing
  • Software engineering judgment
  • Frontend engineering
  • Design
Work model

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

Compensation

Hourly rate confirmed after the interview process.

Strong day-job engineering experience — you can read, run, and debug unfamiliar code for Frontend / UI Engineer — AI Code Review (Remote) work. Comfort writing concise unit tests that capture a single failure mode. Familiarity with a testing framework. pytest, Jest, or JUnit. Go test, RSpec, or whatever you use. Clear written reasoning — your review note has to convince another senior engineer. Reliable async availability for at least 10 hours per week. Prior code-review or technical-interview-grading experience is a plus.

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