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Figure AI Interview Questions

The questions to prepare for Figure AI interviews, across all roles. Questions from real interview reports rank first. Updated weekly.

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1
Model EvaluationStart here. 5 questions · ~41 min
2
Machine Learning11 questions · ~90 min
On-Policy vs Off-Policy RLMedium

Tests understanding of RL training regimes and selection criteria for robotics use cases.

Hyperparameter TuningDeep LearningGradient DescentFigure AI
PPO Formulation and ClippingHard

Tests deep understanding of PPO mechanics and stability techniques in RL.

Hyperparameter TuningDeep LearningGradient DescentFigure AI
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3
Pipelines9 questions · ~73 min
Efficient Multi-Modal Dataset ManagementMedium

Tests data engineering skills for multi-modal robotics datasets at scale.

ETLData ModelingQualityFigure AI
Synchronized Camera and Joint Data IngestionHard

Tests data engineering skills for time synchronization and low-latency robotics data ingestion.

Stream ProcessingETLDependenciesFigure AI
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4
Coding4 questions · ~33 min
Optimize PyTorch Training LoopHard

Tests training efficiency skills including memory optimization and distributed execution.

ArraysGreedyMatrixFigure AI
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5
Execution6 questions · ~49 min
Prevent Losing Robot PartsMedium
Recently asked

Tests operational discipline and risk mitigation for hardware and deployment workflows.

Project ManagementFigure AI
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6
System Design4 questions · ~33 min
Design a Camera Mount BracketMedium
Recently asked

Evaluates design thinking, constraints handling, and engineering tradeoffs for robotics hardware integration.

Figure AI
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7
More topics11 questions · ~90 min
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