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PrepLabs AI

Official

@preplabsai · United States of America

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2Public Repos
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42Published Skills

Offers structured, rubric-based technical interview simulations for software engineering, system design, and distributed infrastructure roles.

Skills Distribution
DomainDeveloper To...System Design & Ar.. (40%)Software Engineeri.. (30%)Site Reliability E.. (20%)Machine Learning E.. (10%)

Agent Skills by PrepLabs AI

Showing 42 vetted skills indexed across 1 GitHub repositories.

PrepLabsAIPrepLabsAI
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ai-product-strategy-interviewer

Simulate a VP of Product interview for AI-native product strategy.

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responsible-ai-interviewer

Simulate responsible AI interview scenarios with rubric-based scoring.

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prompt-engineering-interviewer

Assess AI prompt engineering proficiency through multi-phase technical interviews.

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memory-leak-interviewer

Guide heap analysis and retention-path tracing for Java and Python memory leaks.

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deployment-rollback-interviewer

Practice responding to failed deployments and deciding rollback strategies in simulated production incidents.

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broken-api-interviewer

Practice real-time incident debugging for production API failures.

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data-inconsistency-interviewer

Guide candidates to identify, test, and quantify revenue data discrepancies.

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slow-database-interviewer

Diagnose slow database queries through simulated DBA interview scenarios.

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cascading-failure-interviewer

Diagnose and mitigate cascading failures in distributed systems during simulated P0 outages.

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graph-algorithms-interviewer

Run mock graph algorithm interviews with progressive hints and ASCII visualizations.

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Intermediate
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heap-priority-queue-interviewer

Solve heap and priority queue interview problems for SWE-II candidates.

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Intermediate
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dynamic-programming-interviewer

Guide dynamic programming interview practice with a four-step framework.

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Intermediate
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deep-learning-interviewer

Conducts FAANG-style deep learning interviews with adaptive questioning and scored feedback.

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ml-system-design-interviewer

Simulate FAANG-style ML system design interviews across structured phases.

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problem-decomposition-interviewer

Evaluates and trains problem-solving process through structured interview phases and progressive hints.

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pipeline-architect-interviewer

Assess candidates' end-to-end data pipeline design across ingestion, processing, storage, and serving.

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sql-optimization-interviewer

Diagnose, optimize, and validate SQL queries for scalable data workloads.

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schema-design-interviewer

Design and critique data warehouse schemas for analytics interviews.

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mysql-performance-interviewer

Conduct structured MySQL performance interviews with adaptive scenarios and scoring rubrics.

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leadership-principles-interviewer

Simulate a leadership-principles behavioral interview with STAR-based articulation and rubric scoring.

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rate-limiter-interviewer

Simulates interview prompts for designing API rate limiters with Redis and Lua.

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networking-load-balancing-interviewer

Conduct structured networking and load-balancing interviews with adaptive questions and scoring rubrics.

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microservices-architecture-interviewer

Generates and evaluates microservices architecture interview prompts for SWE-II and Platform Architects.

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message-queues-interviewer

Evaluates mastery of asynchronous messaging design for SWE II+ system-design interviews.

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Advanced

Frequently Asked Questions About PrepLabs AI

FAQPage Schema
What specific technical roles can prepare using these interview simulations?

These simulations target Software Engineers, Platform Architects, Site Reliability Engineers, and Machine Learning Engineers. The content covers specialized domains including distributed systems, database performance, CI/CD pipeline design, and deep learning architecture.

How does the interview evaluation process function?

The platform utilizes phase-driven rubrics and adaptive questioning to provide real-time feedback. Candidates progress through structured scenarios—such as heap analysis or API rate limiting—receiving hints and scoring based on industry-standard technical expectations.

What are the prerequisites for accessing these interview modules?

Users require a foundational understanding of computer science principles, including data structures, networking, and database management. The modules are designed for candidates preparing for technical screenings at the SWE-I through Principal Engineer levels.