
Remote Member of Technical Staff, Frontier AI (Full-Time Remote) — SMR Specialist Collective
Partner with SMR Talent Collective from anywhere in the US, UK, Canada, Australia, NZ, or Ireland as a remote Remote Member of Technical Staff, Frontier AI (Full-Time Remote) — SMR Specialist Collective ($600,000 - $2,000,000/year). This specialist role focuses on evaluating AI model outputs, authoring domain-specific rubrics, and validating technical workflows involving Research Signal Judgment, ML-Oriented Data Design, Ops-to-Research Translation, RL Environments.
Project Responsibilities
- Ability to translate messy, real-world system behavior into structured research and evaluation opportunities.
- Comfort operating in ambiguity, with a bias toward ownership and decisive action.
- Own research and evaluation initiatives from initial concept through completion: problem framing, data design, quality calibration, and signal validation.
- Design ML-oriented data systems, including task definitions, annotation schemas, rubrics, incentives, and pipelines optimized for downstream model performance.
- Analyze model and system failures to identify root causes, edge cases, and opportunities for improvement.
- Translate ambiguous, real-world behavior into structured evaluation frameworks and new data categories.
- Partner cross-functionally with researchers and domain experts to calibrate quality early and continuously raise the signal bar.
Required Expertise
- Available Openings: 1 open position
- Core Competencies: Research Signal Judgment, ML-Oriented Data Design, Ops-to-Research Translation, RL Environments
- Clear written and verbal communication, especially when explaining tradeoffs, limitations, and signal strength to technical and non-technical stakeholders.
- Proven ability to work directly with experts during project kickoff, calibration, and iteration.
- A systems-level mindset, with interest in improving from initial concept through completion model or agent performance rather than isolated components.
- Practical background using reinforcement learning environments, simulators, or feedback-driven training systems.
- Experience improving agentic systems or AI systems operating in real-world workflows.
Rate Structure & Remote Benefits
- Compensation Rate: $600,000 - $2,000,000/year (contract specialist remuneration)
- Work Arrangement: 100% Remote / Work From Home
- Eligible Remote Countries: United States, United Kingdom, Canada, Australia, New Zealand, Ireland, and South Africa
- Core Competencies: Research Signal Judgment, ML-Oriented Data Design, Ops-to-Research Translation, RL Environments
- Hiring Agency: SMR Talent Collective
Direct Application Process: Click the Apply button on this page to proceed directly to our partner application portal and submit your profile for immediate consideration.
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