AI INTERVIEWER SAMGemini 2.5 Live
Live Voice Studio
Simulate natural verbal developer interviews with native turn-taking and voice barge-in.
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BEHAVIORAL LAB
STAR Method Coach
Perfect technical and behavioral scenarios step-by-step using structural STAR scaffolding.
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ARCHITECTURE SANDBOX
System Design Board
Sketch scaling trade-offs and layout service designs on a responsive dark canvas.
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ALGORITHMIC RUNNER
Coding Drills
Solve core data structures and coding problems with instant compiler execution.
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OFFICIAL EXAM QUESTIONS
Certifications Checkpoint
Optional skill-testing checks against official AWS, GCP, and Azure question banks.