Rust Architect / Backend Developer — AI Code Evaluation [Remote]
AuraOne Human Data
- Remote job
Rust Architect / Backend Developer — AI Code Evaluation is a remote engineering review track for evaluating Rust 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
Rust 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 Rust code outputs in a sandboxed environment for Rust Architect / Backend Developer — AI Code Evaluation assignments.
- Grade rust 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 Rust experience — you can read, run, and debug unfamiliar code for Rust Architect / Backend Developer — AI Code Evaluation 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 Rust 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 Rust'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
- Rust engineering
- Software engineering
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.
Application process
Apply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.
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