Member of Technical Staff, Model Training (post-training research)

AuraOne, Inc.

United States

Remote

USD 83,000 - 138,000

Part time

14 days+

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Job summary

AuraOne, Inc. seeks a Member of Technical Staff, Model Training (post-training research) as a remote contractor to evaluate AI outputs through rigorous derivations, calculations, and documented methods.

The role emphasizes reproducibility and methodological accuracy across batches. The ideal candidate has graduate-level training or equivalent experience, with published or professional experience, and the ability to work asynchronously for at least 10 hours weekly while citing relevant papers and

Qualifications

  • Graduate-level training or equivalent applied experience in member of technical staff model training research review or a closely related field.
  • Hands-on experience publishing, teaching, or advising on the topic at a professional level.
  • Comfort applying multi-page rubrics consistently across long batches.
  • Clear written reasoning that cites methods, papers, or worked examples.

Responsibilities

  • Review AI outputs against current member of technical staff model training research review methods, conventions, and prior work.
  • Reproduce or sanity-check key derivations, calculations, or experimental claims.
  • Flag dimensional, methodological, and citation errors with structured severity tags.
  • Capture the corrected reasoning or worked example so the modeling team can train on it.
  • Adjudicate disputed answers against textbooks, papers, or community standards.
  • Maintain reviewer-quality scores in inter-rater calibration cycles.

Skills

Scientific reasoning
Quantitative analysis
Method validation
AI model evaluation
Clear written reasoning
Multilingual fluency

Education

Graduate-level training or equivalent

Job description

Member of Technical Staff, Model Training (post-training research) is a remote review track for evaluating AI outputs across member of technical staff model training research review reasoning, calculations, and research workflows. Reviewers grade derivations and assumptions, reproduce key results, and document the correct method so the modeling team can train on it.

Why this role matters

Member of Technical Staff Model Training research review models live or die on whether their derivations actually hold up under scrutiny. AuraOne uses scientific specialists to grade outputs the way a peer reviewer would - checking assumptions, reproducing key steps, and capturing the right method alongside the wrong one.

Responsibilities
  • Review AI outputs against current member of technical staff model training research review methods, conventions, and prior work for Member of Technical Staff, Model Training (post-training research) assignments.
  • Reproduce or sanity-check key derivations, calculations, or experimental claims.
  • Flag dimensional, methodological, and citation errors with structured severity tags.
  • Capture the corrected reasoning or worked example so the modeling team can train on it.
  • Adjudicate disputed answers against textbooks, papers, or community standards.
  • Maintain reviewer-quality scores in inter-rater calibration cycles.
Qualifications
  • Graduate-level training or equivalent applied experience in member of technical staff model training research review or a closely related field for Member of Technical Staff, Model Training (post-training research) work.
  • Hands-on experience publishing, teaching, or advising on the topic at a professional level.
  • Comfort applying multi-page rubrics consistently across long batches.
  • Clear written reasoning that cites methods, papers, or worked examples.
  • Reliable async availability for at least 10 hours per week.
Example tasks
  • Reproduce a member of technical staff model training research review derivation from a model output and flag any algebraic or dimensional errors.
  • Grade a model's literature summary against the cited papers and rate the citation quality.
  • Adjudicate a disputed answer between two reviewers using textbook methods.
  • Audit a 25-row batch for rubric consistency and report drift to the program lead.
Nice to have
  • PhD, postdoc, or industry research experience in the topic area.
  • Prior work reviewing AI-assisted research tooling and its failure modes.
  • Multilingual fluency for non-English papers and corpora.
Skills
  • Scientific reasoning
  • Method validation
  • Citation review
  • Quantitative analysis
  • Member of Technical Staff Model Training research review
  • AI model evaluation
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.

Graduate-level training or equivalent applied experience in member of technical staff model training research review or a closely related field for Member of Technical Staff, Model Training (post-training research) work. Hands-on experience publishing, teaching, or advising on the topic at a professional level. Comfort applying multi-page rubrics consistently across long batches. Clear written reasoning that cites methods, papers, or worked examples. Reliable async availability for at least 10 hours per week.

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