Top 25
Prep plan
Updated weekly · Last refresh Oct 17

Figure AI AI Engineer Interview Questions

The questions to prepare for a Figure AI AI Engineer interview. Questions from real interview reports rank first. Updated daily.

25questions
~3htotal time
Track your progressSign up free to work through all 25 questions and resume where you left off.
Start practicing free →
1
PipelinesStart here. 6 questions · ~49 min
Scalable Training InfrastructureHard

Tests system design for scalable data and training pipelines across sim and real data.

InfrastructureETLOrchestrationFigure AI
Distributed Training BottlenecksMedium

Tests distributed systems knowledge and ability to diagnose training performance issues.

InfrastructureOrchestrationDependenciesFigure AI
More Pipelines questions with a free account
2
Coding3 questions · ~25 min
10ms Edge Inference OptimizationHard

Tests performance engineering for real-time robotics inference on constrained hardware.

ArraysGreedyMatrixFigure AI
Optimize PyTorch Training LoopHard

Tests training efficiency skills including memory optimization and distributed execution.

ArraysGreedyMatrixFigure AI
More Coding questions with a free account

Sign up to see every question

Create a free account to unlock this list and practice real interview questions.

Get my prep plan
3
Machine Learning11 questions · ~91 min
Sim-to-Real Transfer for RoboticsHard

Tests methods to close the gap between simulation and real-world robot behavior.

Bias-Variance TradeoffRegularizationDeep LearningFigure AI
Mitigating Distribution Shift in CloningMedium

Tests understanding of behavioral cloning limitations and practical mitigation strategies.

Bias-Variance TradeoffRegularizationSupervised LearningFigure AI
More Machine Learning questions with a free account
4
Model Evaluation5 questions · ~41 min
Debug Sim Generalization FailuresHard

Tests systematic debugging of sim-to-real failures using data, metrics, and experiments.

Confusion MatrixCalibrationThreshold TuningFigure AI
Troubleshoot Real-World GeneralizationMedium

Tests real-world debugging approach and ability to connect failure modes to training data or assumptions.

Confusion MatrixCalibrationAccuracyFigure AI
More Model Evaluation questions with a free account
The finish line: interview-readyComplete all 25 questions to finish this plan.