Driving Scene Caption Analyst at Turing

Driving Scene Caption Analyst | Contractor | Remote (US) | 12-Week Engagement

Turing is looking for a detail-oriented Driving Scene Caption Analyst to support cutting-edge autonomous vehicle AI development. In this role, you'll review sensor feeds, evaluate AI-generated reasoning, and refine outputs to meet the highest standards of accuracy, clarity, and safety. Strong written English and solid knowledge of U.S. traffic laws are essential.

About Turing

Based in San Francisco, CA, Turing is the world's leading research accelerator for frontier AI labs and a trusted partner for global enterprises deploying advanced AI systems. Turing accelerates frontier research with high-quality data, advanced training pipelines, and top AI researchers specializing in coding, reasoning, STEM, multilinguality, multimodality, and agents.

What You'll Do

• Review 30-second autonomous vehicle sensor feeds and interpret driving scenes from a first-person perspective
• Evaluate and edit LLM-generated thinking traces for logical consistency and clarity
• Ground entities and events to scene coordinates and object references
• Revise driving plans to reflect correct actions, justifications, maneuvers, and speed
• Identify and remove hallucinated objects or events from AI-generated text
• Distinguish between actual sensor data and fabricated model outputs
• Maintain a zero-error standard in safety-critical judgments under time pressure
• Validate that outputs align with observed trajectory, maneuver, and speed
• Apply U.S. traffic laws and driving logic to evaluate real-world scenarios

Requirements

• Experience in roles requiring precise writing and structured analytical thinking
• Documented driving experience in the U.S. with strong knowledge of traffic laws
• Professional fluency in English with high clarity and precision
• Ability to evaluate logical coherence in multi-step reasoning
• Strong attention to detail with the ability to maintain quality under time constraints

Nice to Have

• Familiarity with LLM-generated content and common failure modes
• Understanding of hallucinations, reasoning inconsistencies, and instruction-following errors in AI systems

Engagement Details

• Type: Contractor
• Duration: 12 weeks
• Hours: Minimum 4 hours/day, up to 30–40 hours/week
• Overlap Required: At least 4 hours overlap with PST